Md Rizwan Parvez

Publications

45+ peer-reviewed papers 2,700+ citations h-index 18 i10-index 26

Published at ACL, EMNLP, NAACL, EACL, COLM, TMLR, ICML, NeurIPS, and ICLR. Citation metrics from Google Scholar, as of October 2026. Full list on the publications page.

Grouped by research thread, newest first. See also Google Scholar and the BibTeX file. Highlights in red are from my CV; most-cited rankings are from Paper Digest.

Retrieval and Knowledge · Code Generation and Software Engineering · Grounded: Maps and Spatial Agents · Grounded: Charts and Visual Data Agents · Grounded: Web and Computer-Use Agents · Safety, Security, and Trust · Other ML and NLP

Retrieval and Knowledge

  1. Under review
    Same Knowledge, Different Graph: Knowledge-Graph Foundation Models Are Not Schema-Invariant
    Md Abrar Jahin and Md Rizwan Parvez
    @misc{jahin2026kgfm,
      title = {{Same Knowledge, Different Graph: Knowledge-Graph Foundation Models Are Not Schema-Invariant}},
      author = {Jahin, Md Abrar and Parvez, Md Rizwan},
      howpublished = {Under review},
      year = {2026}
    }
    
    Details
  2. ACL Findings ’26
    Azmine Toushik Wasi, Wahid Faisal, Mst Rafia Islam, and Md Rizwan Parvez
    @inproceedings{wasi2026mina,
      title = {{Mina: A Multilingual LLM-Powered Legal Assistant Agent for Empowering Access to Justice in Bangladesh}},
      author = {Wasi, Azmine Toushik and Faisal, Wahid and Islam, Mst Rafia and Parvez, Md Rizwan},
      booktitle = {Findings of ACL 2026},
      year = {2026}
    }
    
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  3. ACL Findings ’26
    Raman Saparkhan, Majd Hawasly, Md Rizwan Parvez, and Mohammad Raza
    @inproceedings{saparkhan2026cotpot,
      title = {{Self-Consistency from Only Two Samples: CoT-PoT Ensembling for Efficient LLM Reasoning}},
      author = {Saparkhan, Raman and Hawasly, Majd and Parvez, Md Rizwan and Raza, Mohammad},
      booktitle = {Findings of ACL 2026},
      year = {2026}
    }
    
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  4. AACL Findings ’26
    Azmine Toushik Wasi, Abdur Rahman, Riashat Islam, and Md Rizwan Parvez
    @inproceedings{wasi2026drhouse,
      title = {{Is There a Dr. House in the Machine? A Survey of Clinical and Diagnostic Reasoning in LLM-based Medical Agents}},
      author = {Wasi, Azmine Toushik and Rahman, Abdur and Islam, Riashat and Parvez, Md Rizwan},
      booktitle = {Findings of AACL 2026},
      year = {2026}
    }
    
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  5. ACL Findings ’25
    Ahmed Lekssays, Utsav Shukla, Husrev Taha Sencar, and Md Rizwan Parvez
    @inproceedings{lekssays20254ctechniquerag,
      title = {{TechniqueRAG: Retrieval Augmented Generation for Adversarial Technique Annotation in Cyber Threat Intelligence Text}},
      author = {Lekssays, Ahmed and Shukla, Utsav and Sencar, Husrev Taha and Parvez, Md Rizwan},
      booktitle = {Findings of ACL 2025},
      year = {2025}
    }
    
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  6. TENCON ’25
    Saleh Musleh, Hamada R. H. Al-Absi, Md Rizwan Parvez, Anant Pai, Ghassan Salih, and Tanvir Alam
    @inproceedings{musleh2025drvqa,
      title = {{DR-VQA: Large-Language-Model-based Vision Question Answering System on Diabetic Retinopathy}},
      author = {Musleh, Saleh and Al-Absi, Hamada R. H. and Parvez, Md Rizwan and Pai, Anant and Salih, Ghassan and Alam, Tanvir},
      booktitle = {TENCON 2025},
      year = {2025}
    }
    
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  7. NAACL Wksp ’25
    Md Rizwan Parvez
    KnowledgeNLP Workshop at NAACL 2025
    @inproceedings{parvez2024evidence,
      title = {{Chain of Evidences and Evidence to Generate: Prompting for Context-Grounded and Retrieval-Augmented Reasoning}},
      author = {Parvez, Md Rizwan},
      booktitle = {KnowledgeNLP Workshop at NAACL 2025},
      year = {2025}
    }
    
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  8. EMNLP Findings ’24
    Shayekh Bin Islam, Md Asib Rahman, K S M Tozammel Hossain, Enamul Hoque, Shafiq Joty, and Md Rizwan Parvez
    Press coverage: MarkTechPost
    @inproceedings{shayekh2024openrag,
      title = {{Open-RAG: Enhanced Retrieval Augmented Reasoning with Open-Source Large Language Models}},
      author = {Islam, Shayekh Bin and Rahman, Md Asib and Hossain, K S M Tozammel and Hoque, Enamul and Joty, Shafiq and Parvez, Md Rizwan},
      booktitle = {Findings of EMNLP 2024},
      year = {2024}
    }
    
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  9. Preprint
    Zhiruo Wang, Jun Araki, Zhengbao Jiang, Md Rizwan Parvez, and Graham Neubig
    Listed among AI-Guides’ most impactful RAG papers
    @misc{Wang2023filco,
      title = {{Learning to Filter Context for Retrieval-Augmented Generation}},
      author = {Wang, Zhiruo and Araki, Jun and Jiang, Zhengbao and Parvez, Md Rizwan and Neubig, Graham},
      howpublished = {Pre-print},
      year = {2023}
    }
    
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  10. EACL ’23
    Md Rizwan Parvez, Jianfeng Chi, Wasi Uddin Ahmad, Yuan Tian, and Kai-Wei Chang
    @inproceedings{parvez2022ret-privacy,
      title = {{Retrieval-Enhanced Data Augmentation for Question Answering on Privacy Policies}},
      author = {Parvez, Md Rizwan and Chi, Jianfeng and Ahmad, Wasi Uddin and Tian, Yuan and Chang, Kai-Wei},
      booktitle = {EACL 2023},
      year = {2023}
    }
    
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  11. EMNLP Findings ’23
    Mobashir Sadat, Zhengyu Zhou, Lukas Lange, Jun Araki, …, Md Rizwan Parvez, and Zhe Feng
    @inproceedings{sadatetal2023delucionqa,
      title = {{DelucionQA: Detecting Hallucinations in Domain-specific Question Answering}},
      author = {Sadat, Mobashir and Zhou, Zhengyu and Lange, Lukas and Araki, Jun and others and Parvez, Md Rizwan and Feng, Zhe},
      booktitle = {Findings of EMNLP 2023},
      year = {2023}
    }
    
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  12. NAACL ’21
    Md Rizwan Parvez and Kai-Wei Chang
    @inproceedings{parvez2021evaluating,
      title = {{Evaluating the Values of Sources in Transfer Learning}},
      author = {Parvez, Md Rizwan and Chang, Kai-Wei},
      booktitle = {NAACL 2021},
      year = {2021}
    }
    
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  13. EMNLP ’19
    Md Rizwan Parvez, Tolga Bolukbasi, Kai-Wei Chang, and Venkatesh Saligrama
    @inproceedings{parvez2019robust,
      title = {{Robust Text Classifier on Test-Time Budgets}},
      author = {Parvez, Md Rizwan and Bolukbasi, Tolga and Chang, Kai-Wei and Saligrama, Venkatesh},
      booktitle = {EMNLP 2019},
      year = {2019}
    }
    
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  1. Under review
    Md Tanzib Hosain, Salman Rahman, Md Kishor Morol, and Md Rizwan Parvez
    AI4Math Workshop at ICML 2026; under review · Top-performing results on 14 reasoning, math, coding, and agentic tasks, including AIME, LiveCodeBench, GPQA, HLE, BrowseComp, GAIA, OS-World, and SWE-Bench Verified
    @misc{hosain20254xolver,
      title = {{Xolver: Multi-Agent Generalist Problem Solving with Holistic Experience Learning}},
      author = {Hosain, Md Tanzib and Rahman, Salman and Morol, Md Kishor and Parvez, Md Rizwan},
      howpublished = {AI4Math Workshop at ICML 2026; under review},
      year = {2026}
    }
    
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Code Generation and Software Engineering

  1. Under review
    SWE-Xplorer: Iterative Tree Search with Cross-Path Reconciliation for Autonomous Software Engineering
    Mahir Labib Dihan, Tanzima Hashem, Mohammed Eunus Ali, and Md Rizwan Parvez
    @misc{dihan2026swexplorer,
      title = {{SWE-Xplorer: Iterative Tree Search with Cross-Path Reconciliation for Autonomous Software Engineering}},
      author = {Dihan, Mahir Labib and Hashem, Tanzima and Ali, Mohammed Eunus and Parvez, Md Rizwan},
      howpublished = {Under review},
      year = {2026}
    }
    
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  2. Under review
    BRACE: An R Benchmark for Rigorous Biomedical Data Science Code Search
    Md Tanzib Hosain, Azmine Toushik Wasi, Salman Rahman, Md Mofijul Islam, Mohammad Ali Moni, Mohammed Eunus Ali, Usman Naseem, and Md Rizwan Parvez
    @misc{hosain2026brace,
      title = {{BRACE: An R Benchmark for Rigorous Biomedical Data Science Code Search}},
      author = {Hosain, Md Tanzib and Wasi, Azmine Toushik and Rahman, Salman and Islam, Md Mofijul and Moni, Mohammad Ali and Ali, Mohammed Eunus and Naseem, Usman and Parvez, Md Rizwan},
      howpublished = {Under review},
      year = {2026}
    }
    
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  3. Under review
    SWE-Discussion: Collaborative Multi-Agent Discussion for Software Issue Resolution
    Md Tanzib Hosain, Shadril Hassan Shifat, Jahin Sultana, and Md Rizwan Parvez
    @misc{hosain2026swediscussion,
      title = {{SWE-Discussion: Collaborative Multi-Agent Discussion for Software Issue Resolution}},
      author = {Hosain, Md Tanzib and Shifat, Shadril Hassan and Sultana, Jahin and Parvez, Md Rizwan},
      howpublished = {Under review},
      year = {2026}
    }
    
    Details
  4. Under review
    Md Tanzib Hosain, Salman Rahman, Md Kishor Morol, and Md Rizwan Parvez
    AI4Math Workshop at ICML 2026; under review · Top-performing results on 14 reasoning, math, coding, and agentic tasks, including AIME, LiveCodeBench, GPQA, HLE, BrowseComp, GAIA, OS-World, and SWE-Bench Verified
    @misc{hosain20254xolver,
      title = {{Xolver: Multi-Agent Generalist Problem Solving with Holistic Experience Learning}},
      author = {Hosain, Md Tanzib and Rahman, Salman and Morol, Md Kishor and Parvez, Md Rizwan},
      howpublished = {AI4Math Workshop at ICML 2026; under review},
      year = {2026}
    }
    
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  5. Under review
    VibeSweBench: Can AI Co-Worker Agents Do Real-World Software Engineering by Vibe Coding?
    Md. Ashraful Islam, Mohammed Eunus Ali, Xiaoning Du, and Md Rizwan Parvez
    DL4C Workshop at ICML 2026; under review
    @misc{islam2026vibeswebench,
      title = {{VibeSweBench: Can AI Co-Worker Agents Do Real-World Software Engineering by Vibe Coding?}},
      author = {Islam, Md. Ashraful and Ali, Mohammed Eunus and Du, Xiaoning and Parvez, Md Rizwan},
      howpublished = {DL4C Workshop at ICML 2026; under review},
      year = {2026}
    }
    
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  6. Preprint
    Can AI Coding Agents Do Real-World PR Reviews?
    Md. Ashraful Islam, Satak Kumar Dey, Sukarna Barua, Mohammed Eunus Ali, and Md Rizwan Parvez
    @misc{islam2026prreview,
      title = {{Can AI Coding Agents Do Real-World PR Reviews?}},
      author = {Islam, Md. Ashraful and Dey, Satak Kumar and Barua, Sukarna and Ali, Mohammed Eunus and Parvez, Md Rizwan},
      howpublished = {Pre-print},
      year = {2026}
    }
    
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  7. EMNLP Findings ’26
    Md Rayhanul Masud, Azmine Toushik Wasi, Salman Rahman, and Md Rizwan Parvez
    @inproceedings{masud2026reward,
      title = {{Reward Engineering for Software Tasks: A Survey of Reinforcement Learning Approaches}},
      author = {Masud, Md Rayhanul and Wasi, Azmine Toushik and Rahman, Salman and Parvez, Md Rizwan},
      booktitle = {Findings of EMNLP 2026},
      year = {2026}
    }
    
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  8. ICML Wksp ’26
    Niloy Kumar Mondal and Md Rizwan Parvez
    AI4Research Workshop at ICML 2026 · Featured in GroundWork and Atlabyte News
    @inproceedings{mondal2026qubo,
      title = {{QuantumQUBO Agent: Automating Quadratic Unconstrained Binary Optimization (QUBO) Formulation Generation from Natural Language}},
      author = {Mondal, Niloy Kumar and Parvez, Md Rizwan},
      booktitle = {AI4Research Workshop at ICML 2026},
      year = {2026}
    }
    
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  9. NAACL Findings ’25
    Md Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez
    Second-best coding agent on HumanEval (Feb 2025)
    @inproceedings{islam2025codesim,
      title = {{CodeSim: Multi-Agent Code Generation and Problem Solving through Simulation-Driven Planning and Debugging}},
      author = {Islam, Md Ashraful and Ali, Mohammed Eunus and Parvez, Md Rizwan},
      booktitle = {Findings of NAACL 2025},
      year = {2025}
    }
    
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  10. ACL ’24
    Md Ashraful Islam, Mohammed Eunus Ali, and Md Rizwan Parvez
    Top-37 most-cited paper at ACL 2024; baseline in Meta RLEF (Llama 3.1)
    @inproceedings{islam2024mapcoder,
      title = {{MapCoder: Multi-Agent Code Generation for Competitive Problem Solving}},
      author = {Islam, Md Ashraful and Ali, Mohammed Eunus and Parvez, Md Rizwan},
      booktitle = {ACL 2024},
      year = {2024}
    }
    
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  11. ACL ’24
    Mohammad Abdullah Matin Khan, M Saiful Bari, Xuan Long Do, Weishi Wang, Md Rizwan Parvez, and Shafiq Joty
    6.2M+ Hugging Face downloads
    @inproceedings{khan2023xcodeeval,
      title = {{xCodeEval: An Execution-based Large-Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and Retrieval}},
      author = {Khan, Mohammad Abdullah Matin and Bari, M Saiful and Do, Xuan Long and Wang, Weishi and Parvez, Md Rizwan and Joty, Shafiq},
      booktitle = {ACL 2024},
      year = {2024}
    }
    
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  12. EMNLP Findings ’21
    Md Rizwan Parvez, Wasi Uddin Ahmad, Saikat Chakraborty, Baishakhi Ray, and Kai-Wei Chang
    Top-10 most-cited SE arXiv paper of 2021; method adopted in Microsoft AutoGen
    @inproceedings{parvez2021retrieval,
      title = {{Retrieval Augmented Code Generation and Summarization}},
      author = {Parvez, Md Rizwan and Ahmad, Wasi Uddin and Chakraborty, Saikat and Ray, Baishakhi and Chang, Kai-Wei},
      booktitle = {Findings of EMNLP 2021},
      year = {2021}
    }
    
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  13. ACL ’18
    Md Rizwan Parvez, Saikat Chakraborty, Baishakhi Ray, and Kai-Wei Chang
    @inproceedings{parvez2018building,
      title = {{Building Language Models for Text with Named Entities}},
      author = {Parvez, Md Rizwan and Chakraborty, Saikat and Ray, Baishakhi and Chang, Kai-Wei},
      booktitle = {ACL 2018},
      year = {2018}
    }
    
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    Grounded Actions

    Maps and Spatial Agents

    1. Under review
      HippoSpatial: Relational Scene Graph for Multi-View Spatial Reasoning
      Tien Anh Nguyen, Mohammed Eunus Ali, Muhammad Aamir Cheema, Tanzima Hashem, and Md Rizwan Parvez
      @misc{nguyen2026hippospatial,
        title = {{HippoSpatial: Relational Scene Graph for Multi-View Spatial Reasoning}},
        author = {Nguyen, Tien Anh and Ali, Mohammed Eunus and Cheema, Muhammad Aamir and Hashem, Tanzima and Parvez, Md Rizwan},
        howpublished = {Under review},
        year = {2026}
      }
      
      Details
    2. Under review
      FrontierSpatial: Holistic Evaluation of Spatial Reasoning in Multimodal Large Language Models
      Wahid Faisal, Azmine Toushik Wasi, Mohammed Eunus Ali, and Md Rizwan Parvez
      AI4Math Workshop at ICML 2026; under review
      @misc{faisal2026frontierspatial,
        title = {{FrontierSpatial: Holistic Evaluation of Spatial Reasoning in Multimodal Large Language Models}},
        author = {Faisal, Wahid and Wasi, Azmine Toushik and Ali, Mohammed Eunus and Parvez, Md Rizwan},
        howpublished = {AI4Math Workshop at ICML 2026; under review},
        year = {2026}
      }
      
      Details
    3. Under review
      UrbanAgentBench: Evaluating Multimodal Agents for Real-World Urban Task Solving in Fragmented Spatial Environments
      Tien Anh Nguyen, Mohammed Eunus Ali, Muhammad Aamir Cheema, Tanzima Hashem, and Md Rizwan Parvez
      In submission to TMLR, 2026
      @article{nguyen2026urbanagentbench,
        title = {{UrbanAgentBench: Evaluating Multimodal Agents for Real-World Urban Task Solving in Fragmented Spatial Environments}},
        author = {Nguyen, Tien Anh and Ali, Mohammed Eunus and Cheema, Muhammad Aamir and Hashem, Tanzima and Parvez, Md Rizwan},
        journal = {In submission to TMLR},
        year = {2026}
      }
      
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    4. ICML ’26
      Azmine Toushik Wasi, Shahriyar Zaman Ridoy, S. M. Muhtasimul Hasan, Koushik Ahamed Tonmoy, Kinga Tshering, Wahid Faisal, Tasnim Mohiuddin, and Md Rizwan Parvez
      @inproceedings{wasi2026timespot,
        title = {{TimeSpot: Benchmarking Geo-Temporal Understanding in Vision-Language Models in Real-World Settings}},
        author = {Wasi, Azmine Toushik and Ridoy, Shahriyar Zaman and Hasan, S. M. Muhtasimul and Tonmoy, Koushik Ahamed and Tshering, Kinga and Faisal, Wahid and Mohiuddin, Tasnim and Parvez, Md Rizwan},
        booktitle = {ICML 2026},
        year = {2026}
      }
      
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    5. ICLR ’26
      Azmine Toushik Wasi, Wahid Faisal, Abdur Rahman, Mahfuz Ahmed Anik, Munem Shahriar, Mohsin Mahmud Topu, Sadia Tasnim Meem, Rahatun Nesa Priti, Sabrina Afroz Mitu, Md. Iqramul Hoque, Shahriyar Zaman Ridoy, Mohammed Eunus Ali, Majd Hawasly, Mohammad Raza, and Md Rizwan Parvez
      @inproceedings{wasi2026spatialab,
        title = {{SpatiaLab: Can Vision-Language Models Perform Spatial Reasoning in the Wild?}},
        author = {Wasi, Azmine Toushik and Faisal, Wahid and Rahman, Abdur and Anik, Mahfuz Ahmed and Shahriar, Munem and Topu, Mohsin Mahmud and Meem, Sadia Tasnim and Priti, Rahatun Nesa and Mitu, Sabrina Afroz and Hoque, Md. Iqramul and Ridoy, Shahriyar Zaman and Ali, Mohammed Eunus and Hawasly, Majd and Raza, Mohammad and Parvez, Md Rizwan},
        booktitle = {ICLR 2026},
        year = {2026}
      }
      
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    6. ACL Findings ’26
      Shamit Fatin, Md Nazmul Islam Ananto, Mohammed Eunus Ali, and Md Rizwan Parvez
      @inproceedings{ananto2026compassllm,
        title = {{CompassLLM: A Chain-of-Thought Prompting Approach toward Geo-Spatial Reasoning for Popular Path Discovery and Synthesis Using LLMs}},
        author = {Fatin, Shamit and Ananto, Md Nazmul Islam and Ali, Mohammed Eunus and Parvez, Md Rizwan},
        booktitle = {Findings of ACL 2026},
        year = {2026}
      }
      
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    7. EACL Findings ’26
      Md Hasebul Hasan, Mahir Labib Dihan, Mohammed Eunus Ali, and Md Rizwan Parvez
      @inproceedings{hasan2025mapagent,
        title = {{MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration}},
        author = {Hasan, Md Hasebul and Dihan, Mahir Labib and Ali, Mohammed Eunus and Parvez, Md Rizwan},
        booktitle = {Findings of EACL 2026},
        year = {2026}
      }
      
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    8. AACL ’26
      Azmine Toushik Wasi, Md. Masudur Rahman, Abdur Rahman, Mohsin Mahmud Topu, Mohammed Eunus Ali, Riashat Islam, and Md Rizwan Parvez
      @inproceedings{wasi2026spatialsurvey,
        title = {{Spatial Reasoning in Multimodal Foundation Models: A Survey of Spatial Understanding in LLMs and VLMs}},
        author = {Wasi, Azmine Toushik and Rahman, Md. Masudur and Rahman, Abdur and Topu, Mohsin Mahmud and Ali, Mohammed Eunus and Islam, Riashat and Parvez, Md Rizwan},
        booktitle = {AACL 2026},
        year = {2026}
      }
      
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    9. AACL ’26
      Shahriyar Zaman Ridoy, Azmine Toushik Wasi, Koushik Ahamed Tonmoy, and Md Rizwan Parvez
      @inproceedings{ridoy2026geosurvey,
        title = {{Geo-spatial and Geo-temporal Reasoning in Vision-Language and Large Language Models: A Review}},
        author = {Ridoy, Shahriyar Zaman and Wasi, Azmine Toushik and Tonmoy, Koushik Ahamed and Parvez, Md Rizwan},
        booktitle = {AACL 2026},
        year = {2026}
      }
      
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    10. AACL Findings ’26
      Azmine Toushik Wasi, Sadia Tasnim Meem, Riashat Islam, and Md Rizwan Parvez
      @inproceedings{wasi2026worldmodels,
        title = {{Large Language and Vision-Language Models as World Models: A Survey}},
        author = {Wasi, Azmine Toushik and Meem, Sadia Tasnim and Islam, Riashat and Parvez, Md Rizwan},
        booktitle = {Findings of AACL 2026},
        year = {2026}
      }
      
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    11. ICML ’25
      Mahir Labib Dihan, MD Tanvir Hassan, Md Tanvir Parvez, Md Hasebul Hasan, Md Almash Alam, Muhammad Aamir Cheema, Mohammed Eunus Ali, and Md Rizwan Parvez
      Spotlight (313 of 12,107 submissions); catalyst to Google Ask Maps
      @inproceedings{dihan2025mapeval,
        title = {{MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models}},
        author = {Dihan, Mahir Labib and Hassan, MD Tanvir and Parvez, Md Tanvir and Hasan, Md Hasebul and Alam, Md Almash and Cheema, Muhammad Aamir and Ali, Mohammed Eunus and Parvez, Md Rizwan},
        booktitle = {ICML 2025},
        year = {2025}
      }
      
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    12. ACL Demo ’25
      Mahir Labib Dihan, Mohammed Eunus Ali, and Md Rizwan Parvez
      ACL 2025 System Demonstrations
      @inproceedings{dihan2025mapqator,
        title = {{MapQaTor: A System for Efficient Annotation of Map Query Datasets}},
        author = {Dihan, Mahir Labib and Ali, Mohammed Eunus and Parvez, Md Rizwan},
        booktitle = {ACL 2025 System Demonstrations},
        year = {2025}
      }
      
      Details

      Charts and Visual Data Agents

      1. Under review
        DeepVisualMath: Comprehensive Evaluation of Visual Mathematical Reasoning in Large Multimodal Models
        Azmine Toushik Wasi, Wahid Faisal, Mohammed Eunus Ali, and Md Rizwan Parvez
        @misc{wasi2026deepvisualmath,
          title = {{DeepVisualMath: Comprehensive Evaluation of Visual Mathematical Reasoning in Large Multimodal Models}},
          author = {Wasi, Azmine Toushik and Faisal, Wahid and Ali, Mohammed Eunus and Parvez, Md Rizwan},
          howpublished = {Under review},
          year = {2026}
        }
        
        Details
      2. Under review
        Zabir Al Nazi, Shubhashis Roy Dipta, and Md Rizwan Parvez
        A2A-MML, CViW, and KnowledgeMR Workshops at CVPR 2026; under review
        @misc{nazi2026omnimodal,
          title = {{Omni-Modal Dissonance Benchmark: Systematically Breaking Modality Consensus to Probe Robustness and Calibrated Abstention}},
          author = {Nazi, Zabir Al and Dipta, Shubhashis Roy and Parvez, Md Rizwan},
          howpublished = {A2A-MML, CViW, and KnowledgeMR Workshops at CVPR 2026; under review},
          year = {2026}
        }
        
        Details
      3. Under review
        ChartQA-Video: Long-Context Spatio-Temporal Reasoning for Data Animations
        Ahmed Masry, Megh Thakkar, Nafis Tahmid Chowdhury, Md Rizwan Parvez, and Enamul Hoque
        @misc{masry2026chartvideo,
          title = {{ChartQA-Video: Long-Context Spatio-Temporal Reasoning for Data Animations}},
          author = {Masry, Ahmed and Thakkar, Megh and Chowdhury, Nafis Tahmid and Parvez, Md Rizwan and Hoque, Enamul},
          howpublished = {Under review},
          year = {2026}
        }
        
        Details
      4. Under review
        ChartOrchestra: Automating Sub-Agents in Agentic Orchestration for Chart Reasoning
        Sheikh Tanvir Ahmed, Md Adnan Arefeen, and Md Rizwan Parvez
        @misc{ahmed2026chartorchestra,
          title = {{ChartOrchestra: Automating Sub-Agents in Agentic Orchestration for Chart Reasoning}},
          author = {Ahmed, Sheikh Tanvir and Arefeen, Md Adnan and Parvez, Md Rizwan},
          howpublished = {Under review},
          year = {2026}
        }
        
        Details
      5. EACL Findings ’26
        Asif Azad, Mohammad Sadat Hossain, MD Sadik Hossain Shanto, M Saifur Rahman, and Md Rizwan Parvez
        @inproceedings{azad2025theart,
          title = {{The Art of Saying 'Maybe': A Conformal Lens for Uncertainty Benchmarking in VLMs}},
          author = {Azad, Asif and Hossain, Mohammad Sadat and Shanto, MD Sadik Hossain and Rahman, M Saifur and Parvez, Md Rizwan},
          booktitle = {Findings of EACL 2026},
          year = {2026}
        }
        
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      6. EACL Findings ’26
        Aaryaman Kartha, Ahmed Masry, Mohammed Saidul Islam, …, Md Rizwan Parvez, Enamul Hoque, and Shafiq Joty
        @inproceedings{dashboardqa,
          title = {{DashboardQA: Benchmarking Multimodal Agents for Question Answering on Interactive Dashboards}},
          author = {Kartha, Aaryaman and Masry, Ahmed and Islam, Mohammed Saidul and others and Parvez, Md Rizwan and Hoque, Enamul and Joty, Shafiq},
          booktitle = {Findings of EACL 2026},
          year = {2026}
        }
        
        Details
      7. Preprint
        Md Rizwan Parvez, Dhiman Paul, Nabeel Mohammed, and Shafin Rahman
        @misc{paul2026videolights,
          title = {{VideoLights: Cross-Modal Cross-Task Transformer for Joint Video Highlight Detection and Moment Retrieval}},
          author = {Parvez, Md Rizwan and Paul, Dhiman and Mohammed, Nabeel and Rahman, Shafin},
          howpublished = {Pre-print},
          year = {2025}
        }
        
        Details
      8. ACL Findings ’25
        Ahmed Masry, Mohammed Saidul Islam, Mahir Ahmed, …, Md Rizwan Parvez, Enamul Hoque, and Shafiq Joty
        Evaluation set of Claude Mythos/Fable 5; also used by ByteDance Seed 2.0, Alibaba Ovis 2.5, ByteDance CodeDance
        @inproceedings{masry20254chartqapro,
          title = {{ChartQAPro: A More Diverse and Challenging Benchmark for Chart Question Answering}},
          author = {Masry, Ahmed and Islam, Mohammed Saidul and Ahmed, Mahir and others and Parvez, Md Rizwan and Hoque, Enamul and Joty, Shafiq},
          booktitle = {Findings of ACL 2025},
          year = {2025}
        }
        
        Details
      9. EMNLP ’24
        Mohammed Saidul Islam, Md Tahmid Rahman Laskar, Md Rizwan Parvez, Enamul Hoque, and Shafiq Joty
        @inproceedings{saiful2024datanarrative,
          title = {{DataNarrative: Automated Data-Driven Storytelling with Visualizations and Texts}},
          author = {Islam, Mohammed Saidul and Laskar, Md Tahmid Rahman and Parvez, Md Rizwan and Hoque, Enamul and Joty, Shafiq},
          booktitle = {EMNLP 2024},
          year = {2024}
        }
        
        Details
      10. ACL Findings ’24
        Ahmed Masry, Mehrad Shahmohammadi, Md Rizwan Parvez, Enamul Hoque, and Shafiq Joty
        @inproceedings{masry2024chartinstruct,
          title = {{ChartInstruct: Instruction Tuning for Chart Comprehension and Reasoning}},
          author = {Masry, Ahmed and Shahmohammadi, Mehrad and Parvez, Md Rizwan and Hoque, Enamul and Joty, Shafiq},
          booktitle = {Findings of ACL 2024},
          year = {2024}
        }
        
        Details

        Web and Computer-Use Agents

        1. Under review
          Why Are the Computer-Using Agents Still Failing?
          Md. Nazmus Sakib, Omar Abdur Razzaque, and Md Rizwan Parvez
          @misc{sakib2026cua,
            title = {{Why Are the Computer-Using Agents Still Failing?}},
            author = {Sakib, Md. Nazmus and Razzaque, Omar Abdur and Parvez, Md Rizwan},
            howpublished = {Under review},
            year = {2026}
          }
          
          Details
        2. Under review
          Asif Shahriar, Md Nafiu Rahman, Sadif Ahmed, Farig Sadeque, and Md Rizwan Parvez
          @misc{shahriar2026agenttell,
            title = {{AgentTell: Behavioural Side-Channel Leakage in Browser-Use Agents}},
            author = {Shahriar, Asif and Rahman, Md Nafiu and Ahmed, Sadif and Sadeque, Farig and Parvez, Md Rizwan},
            howpublished = {Under review},
            year = {2026}
          }
          
          Details
        3. Under review
          Mahir Labib Dihan, Tanzima Hashem, Mohammed Eunus Ali, and Md Rizwan Parvez
          In submission to TMLR, 2026 · Among the top-scoring open-source agents on WebArena
          @article{dihan2025weboperator,
            title = {{WebOperator: Action-Aware Tree Search for Autonomous Web Agents}},
            author = {Dihan, Mahir Labib and Hashem, Tanzima and Ali, Mohammed Eunus and Parvez, Md Rizwan},
            journal = {In submission to TMLR},
            year = {2026}
          }
          
          Details
        4. EMNLP ’26
          Md Abrar Jahin and Md Rizwan Parvez
          @inproceedings{jahin2026guiprimitives,
            title = {{GUI-Primitives: Diagnosing Spatial Reasoning Failures in Vision-Language GUI Grounding}},
            author = {Jahin, Md Abrar and Parvez, Md Rizwan},
            booktitle = {EMNLP 2026},
            year = {2026}
          }
          
          Details

          Safety, Security, and Trust

          1. Under review
            Beyond Pass or Fail: Trajectory-Grounded Failure Attribution for LLM Agents on CTF Tasks
            Tusher Bhomik, Soumik Bhattacharjee, and Md Rizwan Parvez
            @misc{bhomik2026ctf,
              title = {{Beyond Pass or Fail: Trajectory-Grounded Failure Attribution for LLM Agents on CTF Tasks}},
              author = {Bhomik, Tusher and Bhattacharjee, Soumik and Parvez, Md Rizwan},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details
          2. Under review
            Certified Obfuscation for Privacy-Preserving Learning: Reconstruction Risk and a Keyed Rotation-Noise-Permutation Mechanism
            Md Abrar Jahin, Md. Akramuddoula, Md Rizwan Parvez, Jay Pujara, and Craig A Knoblock
            @misc{jahin2026obfuscation,
              title = {{Certified Obfuscation for Privacy-Preserving Learning: Reconstruction Risk and a Keyed Rotation-Noise-Permutation Mechanism}},
              author = {Jahin, Md Abrar and Akramuddoula, Md. and Parvez, Md Rizwan and Pujara, Jay and Knoblock, Craig A},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details
          3. Under review
            Refusal Is Layer-Distributed: A Causal Score for Where Safety Lives and an Adaptive Ablation That Uses It
            Md Abrar Jahin, Md. Akramuddoula, Nawaz Talukder Sanglap, Md Rizwan Parvez, Jay Pujara, and Craig A Knoblock
            @misc{jahin2026refusal,
              title = {{Refusal Is Layer-Distributed: A Causal Score for Where Safety Lives and an Adaptive Ablation That Uses It}},
              author = {Jahin, Md Abrar and Akramuddoula, Md. and Sanglap, Nawaz Talukder and Parvez, Md Rizwan and Pujara, Jay and Knoblock, Craig A},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details
          4. Preprint
            PhyloAgent: Contrastive Failure Localization via Successful-Trace Alignment in Multi-Agent LLM Systems
            Md Abrar Jahin, Tithi Kirttania, Liyan Ghosh, and Md Rizwan Parvez
            @misc{jahin2026phyloagent,
              title = {{PhyloAgent: Contrastive Failure Localization via Successful-Trace Alignment in Multi-Agent LLM Systems}},
              author = {Jahin, Md Abrar and Kirttania, Tithi and Ghosh, Liyan and Parvez, Md Rizwan},
              howpublished = {Pre-print},
              year = {2026}
            }
            
            Details
          5. Preprint
            Aethelred: Certifying Causally Faithful Explanations for Graph Neural Networks
            Md Abrar Jahin, Md. Akramuddoula, Md Rizwan Parvez, Jay Pujara, and Craig A Knoblock
            @misc{jahin2026aethelred,
              title = {{Aethelred: Certifying Causally Faithful Explanations for Graph Neural Networks}},
              author = {Jahin, Md Abrar and Akramuddoula, Md. and Parvez, Md Rizwan and Pujara, Jay and Knoblock, Craig A},
              howpublished = {Pre-print},
              year = {2026}
            }
            
            Details
          6. TMLR ’26
            Asif Shahriar, Md Nafiu Rahman, Sadif Ahmed, Farig Sadeque, and Md Rizwan Parvez
            TMLR 2026 (also AIWILD Workshop at ICLR 2026) · Surveys 274 papers on agentic applications, threats, and defenses
            @article{shahriar2026agenticsecurity,
              title = {{A Survey on Agentic Security: Applications, Threats and Defenses}},
              author = {Shahriar, Asif and Rahman, Md Nafiu and Ahmed, Sadif and Sadeque, Farig and Parvez, Md Rizwan},
              journal = {TMLR 2026 (also AIWILD Workshop at ICLR 2026)},
              year = {2026}
            }
            
            Details
          7. ICML ’26
            Khang Tran, Yazan Boshmaf, Issa Khalil, NhatHai Phan, Ting Yu, and Md Rizwan Parvez
            @inproceedings{tran2026pws,
              title = {{Poison with Style: A Practical Poisoning Attack on Code Large Language Models}},
              author = {Tran, Khang and Boshmaf, Yazan and Khalil, Issa and Phan, NhatHai and Yu, Ting and Parvez, Md Rizwan},
              booktitle = {ICML 2026},
              year = {2026}
            }
            
            Details
          8. EMNLP Wksp ’26
            Md Rayhanul Masud and Md Rizwan Parvez
            Uncertainty-Aware NLP Workshop at EMNLP 2026
            @inproceedings{masud2026tame,
              title = {{TAME: Token Attribution and Masking for Emergent Misalignment}},
              author = {Masud, Md Rayhanul and Parvez, Md Rizwan},
              booktitle = {Uncertainty-Aware NLP Workshop at EMNLP 2026},
              year = {2026}
            }
            
            Details
          9. COLM ’25
            Salman Rahman, Liwei Jiang, James Shiffer, Genglin Liu, Sheriff Issaka, Md Rizwan Parvez, Hamid Palangi, Kai-Wei Chang, Yejin Choi, and Saadia Gabriel
            @inproceedings{salman20254xteaming,
              title = {{X-Teaming: Scalable Red-Teaming and Safeguarding of Interactive Multi-Turn Conversational AI Systems}},
              author = {Rahman, Salman and Jiang, Liwei and Shiffer, James and Liu, Genglin and Issaka, Sheriff and Parvez, Md Rizwan and Palangi, Hamid and Chang, Kai-Wei and Choi, Yejin and Gabriel, Saadia},
              booktitle = {COLM 2025},
              year = {2025}
            }
            
            Details
          10. NeurIPS ’25
            Salman Rahman, Sheriff Issaka, Ashima Suvarna, Genglin Liu, James Shiffer, Jaeyoung Lee, Md Rizwan Parvez, Hamid Palangi, Shi Feng, Nanyun Peng, Yejin Choi, Julian Michael, Liwei Jiang, and Saadia Gabriel
            @inproceedings{salman20254debate,
              title = {{AI Debate Aids Assessment of Controversial Claims}},
              author = {Rahman, Salman and Issaka, Sheriff and Suvarna, Ashima and Liu, Genglin and Shiffer, James and Lee, Jaeyoung and Parvez, Md Rizwan and Palangi, Hamid and Feng, Shi and Peng, Nanyun and Choi, Yejin and Michael, Julian and Jiang, Liwei and Gabriel, Saadia},
              booktitle = {NeurIPS 2025},
              year = {2025}
            }
            
            Details
          11. EMNLP ’24
            Md Tahmid Rahman Laskar, Sawsan Alqahtani, M Saiful Bari, Mizanur Rahman, Mohammad Abdullah Matin Khan, Haidar Khan, Israt Jahan, Amran Bhuiyan, Chee Wei Tan, Md Rizwan Parvez, Enamul Hoque, Shafiq Joty, and Jimmy Huang
            Top-29 most-cited paper at EMNLP 2024
            @inproceedings{Laskar2024evalsurvey,
              title = {{A Systematic Survey and Critical Review on Evaluating Large Language Models: Challenges, Limitations, and Recommendations}},
              author = {Laskar, Md Tahmid Rahman and Alqahtani, Sawsan and Bari, M Saiful and Rahman, Mizanur and Khan, Mohammad Abdullah Matin and Khan, Haidar and Jahan, Israt and Bhuiyan, Amran and Tan, Chee Wei and Parvez, Md Rizwan and Hoque, Enamul and Joty, Shafiq and Huang, Jimmy},
              booktitle = {EMNLP 2024},
              year = {2024}
            }
            
            Details
          1. Under review
            Asif Shahriar, Md Nafiu Rahman, Sadif Ahmed, Farig Sadeque, and Md Rizwan Parvez
            @misc{shahriar2026agenttell,
              title = {{AgentTell: Behavioural Side-Channel Leakage in Browser-Use Agents}},
              author = {Shahriar, Asif and Rahman, Md Nafiu and Ahmed, Sadif and Sadeque, Farig and Parvez, Md Rizwan},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details

          Other ML and NLP

          1. Under review
            InvariantBench: Can Large Language Models Exhibit Inherent Reasoning Across Equivalent Transformations?
            Azmine Toushik Wasi, Mahir Absar Khan, Abdur Rahman, Wahid Faisal, Sukanta Saha, Saimon Bhuiyan, Mahdiya Rahman Sukanya, Rahatun Nesa Priti, Md. Iqramul Hoque, Munem Shahriar, Raima Islam, Sanatan Sushil, Shahriyar Zaman Ridoy, Kazi Rajwan Sultan, MD Shafikul Islam, Md Manjurul Ahsan, and Md Rizwan Parvez
            AI4Math Workshop at ICML 2026; under review
            @misc{wasi2026invariantbench,
              title = {{InvariantBench: Can Large Language Models Exhibit Inherent Reasoning Across Equivalent Transformations?}},
              author = {Wasi, Azmine Toushik and Khan, Mahir Absar and Rahman, Abdur and Faisal, Wahid and Saha, Sukanta and Bhuiyan, Saimon and Sukanya, Mahdiya Rahman and Priti, Rahatun Nesa and Hoque, Md. Iqramul and Shahriar, Munem and Islam, Raima and Sushil, Sanatan and Ridoy, Shahriyar Zaman and Sultan, Kazi Rajwan and Islam, MD Shafikul and Ahsan, Md Manjurul and Parvez, Md Rizwan},
              howpublished = {AI4Math Workshop at ICML 2026; under review},
              year = {2026}
            }
            
            Details
          2. Under review
            Relay Sampling: Cross-Label Warm Starts for Short-Run Joint Energy Models
            Xuwang Yin, Cong Geng, Hongyi Qian, Shiying Li, Md Rizwan Parvez, and Xu-Cheng Yin
            @misc{yin2026relay,
              title = {{Relay Sampling: Cross-Label Warm Starts for Short-Run Joint Energy Models}},
              author = {Yin, Xuwang and Geng, Cong and Qian, Hongyi and Li, Shiying and Parvez, Md Rizwan and Yin, Xu-Cheng},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details
          3. Under review
            BnIdiomEval: LLMs in the Translation of Bengali Idioms
            Md Tanzib Hosain, Shadril Hassan Shifat, Md Mofijul Islam, Tasnim Mohiuddin, Md Kishor Morol, and Md Rizwan Parvez
            @misc{hosain2026bnidiom,
              title = {{BnIdiomEval: LLMs in the Translation of Bengali Idioms}},
              author = {Hosain, Md Tanzib and Shifat, Shadril Hassan and Islam, Md Mofijul and Mohiuddin, Tasnim and Morol, Md Kishor and Parvez, Md Rizwan},
              howpublished = {Under review},
              year = {2026}
            }
            
            Details
          4. Preprint
            Instance-BEq: Formal Faithfulness Certification for Structure-to-Instance Theorem Autoformalization
            S. M. Muhtasimul Hasan, Md Abrar Jahin, Md Rizwan Parvez, Md. Jakir Hossen, and M. F. Mridha
            @misc{hasan2026instancebeq,
              title = {{Instance-BEq: Formal Faithfulness Certification for Structure-to-Instance Theorem Autoformalization}},
              author = {Hasan, S. M. Muhtasimul and Jahin, Md Abrar and Parvez, Md Rizwan and Hossen, Md. Jakir and Mridha, M. F.},
              howpublished = {Pre-print},
              year = {2026}
            }
            
            Details
          5. Preprint
            Conformance-Aware Repair of HTN Planning Domains: The Precision Gap and How to Close It
            S. M. Muhtasimul Hasan, Md Abrar Jahin, Md Rizwan Parvez, Md. Jakir Hossen, and M. F. Mridha
            @misc{hasan2026htn,
              title = {{Conformance-Aware Repair of HTN Planning Domains: The Precision Gap and How to Close It}},
              author = {Hasan, S. M. Muhtasimul and Jahin, Md Abrar and Parvez, Md Rizwan and Hossen, Md. Jakir and Mridha, M. F.},
              howpublished = {Pre-print},
              year = {2026}
            }
            
            Details
          6. Sci. Rep. ’26
            A Train-Once, Evaluate-Twice Protocol for Multi-Language Depression Detection with Large Language Models
            Amira Abdalla, Md Rizwan Parvez, and Tanvir Alam
            Nature Scientific Reports, 2026
            @article{abdalla2026depression,
              title = {{A Train-Once, Evaluate-Twice Protocol for Multi-Language Depression Detection with Large Language Models}},
              author = {Abdalla, Amira and Parvez, Md Rizwan and Alam, Tanvir},
              journal = {Nature Scientific Reports},
              year = {2026}
            }
            
            Details
          7. ACL Wksp ’24
            Sabri Boughorbel, Md Rizwan Parvez, and Majd Hawasly
            ArabNLP Workshop at ACL 2024
            @inproceedings{boughorbel2024improving,
              title = {{Improving Language Models Trained on Translated Data with Continual Pre-Training and Dictionary Learning Analysis}},
              author = {Boughorbel, Sabri and Parvez, Md Rizwan and Hawasly, Majd},
              booktitle = {ArabNLP Workshop at ACL 2024},
              year = {2024}
            }
            
            Details
          8. LREC ’18
            Sarah Masud Preum, Md Rizwan Parvez, Kai-Wei Chang, and John Stankovic
            @inproceedings{preum2018corpus,
              title = {{A Corpus of Drug Usage Guidelines Annotated with Type of Advice}},
              author = {Preum, Sarah Masud and Parvez, Md Rizwan and Chang, Kai-Wei and Stankovic, John},
              booktitle = {LREC 2018},
              year = {2018}
            }
            
            Details
          9. ICTD ’16
            A Novel Approach to Identify Spatio-Temporal Crime Pattern in Dhaka City
            Md Rizwan Parvez, Turash Mosharraf, and Mohammed Eunus Ali
            @inproceedings{parvez2016novel,
              title = {{A Novel Approach to Identify Spatio-Temporal Crime Pattern in Dhaka City}},
              author = {Parvez, Md Rizwan and Mosharraf, Turash and Ali, Mohammed Eunus},
              booktitle = {ICTD 2016},
              year = {2016}
            }
            
            Details