AI researcher and engineer from Dhaka, Bangladesh
I build reliable AI systems for low-resource languages, visual reasoning, graph learning, and multilingual safety.
- Completing an M.Sc. in Computer Science & Engineering at the University of Dhaka. My thesis explores streaming graph recommendation with drift-gated knowledge control.
- Leading the Registered Graduate Enrollment Portal at the University of Dhaka - a live platform for enrolment, eligibility verification, and Senate-election preparation.
- Exploring grounded vision-language reasoning, low-resource NLP, continual graph learning, and native multilingual LLM safety evaluation.
| Area | What I investigate |
|---|---|
| Vision-language models | Topology verification, hallucination control, residual-stream analysis, and grounding audits for diagrams and video QA. |
| Low-resource NLP | Bangla translation, summarization, cultural knowledge evaluation, efficient fine-tuning, and multilingual safety. |
| Graph learning | Streaming recommendation, drift-aware knowledge control, low-rank adaptation, and GNNs. |
| Trustworthy systems | Evaluation design, safety testing, zero-knowledge identity, and accountable anonymity. |
- Stroke-Level Connectivity Verification: Grounding Vision-Language Models Against Topology Hallucination - ICDAR 2026 (oral). A method for checking diagram stroke links so a model cannot invent connections.
- SOMAJGYAAN: Evaluating LLMs on Bangla Culture and Social Knowledge - AACL-IJCNLP 2025 Findings. A 4,234-question benchmark for culturally grounded Bangla LLM evaluation. Equal contribution.
- LocalTurn: Native Multi-Turn Safety Evaluation in Emirati Arabic, Bangla, Sinhala, and Yoruba - NeurIPS 2026 Workshop, LP4FM. Native, multi-turn safety evaluation across eight commercial LLMs.
Research in progress
- CLARITY - document-level Bangla-English translation and cross-lingual summarization with Focal-Context Attention. Under review at Nature Scientific Reports.
- DriftLA - drift-gated low-rank adaptation for streaming graph recommendation. Submitted to IEEE Access.
- Residual Stream Rebalancing - training-free visual hallucination mitigation in VLMs. Submitted to WACV 2027.
- When Detector-Based Grounding Metrics Measure Vocabulary - an audit of entity claims in Video-QA reasoning traces. Submitted to WACV 2027.
- Dependable Accountable Anonymity for Decentralized Identity - zero-knowledge credential binding with threshold tracing. Submitted to IEEE TDSC.
- Intelligent Defense Systems in the Cyberbio Nexus - a review of AI-driven and non-AI biosecurity capabilities. Submitted to Artificial Intelligence Review.
- When Should We Admit Generated Nodes? - utility-guided few-shot learning on text-attributed graphs. Submitted to ICLR 2027.
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Research Fellow Jun 2026 - Sep 2026 · Remote Designed multi-turn safety tests in Bangla, Sinhala, Arabic, and Yoruba; built a multilingual safety dataset and continuous scoring system. |
Junior AI Researcher Jun 2025 - Sep 2026 · Dhaka Led research on VLM grounding and hallucination control, WACV submissions, and a drift-aware graph recommender. |
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Project Lead · Registered Graduate Enrollment Portal Aug 2026 - Present · Dhaka Leading enrolment, graduate-record lookup, mobile OTP, pre-filled forms, eligibility checks, and public notices. |
Research Assistant Jan 2024 - May 2025 · University of Dhaka Built Bangla NLP resources: MASBA (669K articles), a 50M+ sentence corpus, and LoRA-based translation and summarization systems. |
| Project | A short version |
|---|---|
| PressWiz | Bangla news aggregation and summarization, powered by LongBanSum and the 669,699-article MASBA corpus. |
| Meramot | A centralized portal for on-demand IT support, built with Java, Spring Boot, Spring MVC, and REST APIs. |
| Climate Relief | An Android app for disaster-relief distribution, resource tracking, and resilient offline data handling. |
| Uposthit | An attendance system with biometric and QR check-in features and a JavaFX frontend. |
- Dean's Award for Academic Excellence - Faculty of Engineering, University of Dhaka (2025)
- Champion, Inter-University NLP Idea Competition; 1st Runner-Up, Bhashamul; 2nd Runner-Up, DL Enigma 1.0 (2024)
- 7th position, Code Samurai 2024; Finalist, Code Samurai 2022; Best Volunteer Award, Dhaka University IT Society (2022)
- Former President of the Dhaka University IT Society and former Chair of the IEEE Computer Society Student Branch, DU. Across workshops on AI, academic search, PC building, and cybersecurity, I helped reach 2,000+ learners.
Open to research collaborations in multilingual AI safety, low-resource NLP, grounded multimodal reasoning, and graph learning.
Let’s connect →