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Papers, talks, internships, and other updates from Manan Suri.

Sep 10, 2026 Our paper “CyberForge: Verified Vulnerability Injection at Repository Level for Cybersecurity Agent Training” is on arXiv with a project page, and was featured by UMD Computer Science in “When AI Goes on Defense”.
Jun 3, 2026 Our paper “Frames2LoRA: Parametric Video Internalization for Vision-Language Models” is on arXiv, with a project page, code, and checkpoints. It was also featured by UMD Computer Science in “Teaching AI to See Faster”.
Jun 1, 2026 Started as a research intern at Meta Superintelligence Labs in Menlo Park, working on parametric memory for agents.
May 20, 2026 Earned my MS in Computer Science from the University of Maryland, continuing toward the PhD.
Apr 28, 2026 Received the Outstanding Achievement award for contributions to the UMD CS Graduate Program (2025–2026).
Apr 10, 2026 Two papers accepted at ACL 2026 (Findings): “CodeScout: Contextual Problem Statement Enhancement for Software Agents” and “Structured Uncertainty Guided Clarification for LLM Agents”.
Jan 25, 2026 Started as a research fellow at NIST, working on robust software engineering agents.
Dec 1, 2025 Gave an invited talk, “From Language Models to Agents: Foundations, Frameworks, and Future Challenges”, at Illinois Institute of Technology.
Nov 3, 2025 Presented our paper “Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents” at EMNLP 2025 in Suzhou.
Aug 28, 2025 Gave an invited talk, “Fine-grained Visual Attribution”, at Adobe headquarters in San Jose.
Aug 20, 2025 Our paper “Follow the Flow: Fine-grained Flowchart Attribution with Neurosymbolic Agents” was accepted at EMNLP 2025 (main conference).
May 29, 2025 Joined Amazon as an Applied Scientist Intern on the agentic developer tools team (Amazon Q), working on software engineering agents.
May 20, 2025 Our workshop RARA: Grounding Documents with Reasoning, Agents, Retrieval, and Attribution, which I am co-organizing, was accepted at ICDM 2025.
May 15, 2025 Our paper “ChartLens: Fine-grained Visual Attribution in Charts” was accepted at ACL 2025 (main conference).
Jan 22, 2025 Our paper “VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation” was accepted at NAACL 2025 (main conference).
Nov 20, 2024 Presented our paper “DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding” at EMNLP 2024 in Miami, where I also served as a Volunteer Coordinator.
Nov 1, 2024 Served as a reviewer for ACL Rolling Review (October 2024 cycle) and ICASSP 2025.
Sep 20, 2024 Our paper “DocEdit-v2: Document Structure Editing Via Multimodal LLM Grounding” was accepted at EMNLP 2024 (main conference).
Aug 26, 2024 Started my MS in Computer Science at the University of Maryland, College Park.
Jun 7, 2024 Graduated with a Bachelor of Technology in Computer Engineering from Netaji Subhas University of Technology, with First Division with Distinction.
Apr 15, 2024 Admitted to the MS in Computer Science program at the University of Maryland, College Park. Starting in fall 2024.
Mar 30, 2024 Our paper “Doc2Command: Furthering Language Guided Document Editing” was accepted at the ICLR 2024 Tiny Papers track.
Dec 3, 2023 Presented our paper “CoSyn: Detecting Implicit Hate Speech in Online Conversations Using a Context Synergized Hyperbolic Network” at EMNLP 2023 in Singapore.
Aug 24, 2023 Presented “Detecting Green Messaging and an Exploration into Greenwashing” at DataFest 2023 at The Shard, London.
Aug 10, 2023 Our paper “CoSyn: Detecting Implicit Hate Speech in Online Conversations Using a Context Synergized Hyperbolic Network” was accepted at EMNLP 2023 (main conference).
Jun 5, 2023 Started the Data Science for Social Good Fellowship at the University of Warwick.
May 2, 2023 Our paper “ACLM: A Selective-Denoising based Generative Data Augmentation Approach for Low-Resource Complex NER” was accepted at ACL 2023 (main conference).