Publications

CVPR 2026 PhysGS: Bayesian-Inferred Gaussian Splatting for Physical Property Estimation
Samarth Chopra Jing Liang Gershom Seneviratne Dinesh Manocha

CoRL 2025 HALO: Human Preference Aligned Offline Reward Learning for Robot Navigation
Gershom Seneviratne Jim An Sahire Ellahy Kasun Weerakoon Mohamed Elnoor Jonathan Deepak Kannan Amogha Thalihalla Sunil Dinesh Manocha

ACL, 2025 ChartLens: Fine-grained Visual Attribution in Charts
Manan Suri Puneet Mathur Nedim Lipka Franck Dernoncourt Ryan A Rossi Dinesh Manocha

IROS 2025 CROSS-GAiT: Cross-Attention-Based Multimodal Representation Fusion for Parametric Gait Adaptation in Complex Terrains
Gershom Seneviratne Kasun Weerakoon Mohamed Elnoor Vignesh Rajgopal Harshavarthan Varatharajan Mohamed Khalid M Jaffar Jason Pusey Dinesh Manocha

NAACL 2025 VisDoM: Multi-Document QA with Visually Rich Elements Using Multimodal Retrieval-Augmented Generation
Manan Suri Puneet Mathur Franck Dernoncourt Kanika Goswami Ryan A Rossi Dinesh Manocha

NAACL 2025 Do Audio-Language Models Understand Linguistic Variations?
Ramaneswaran Selvakumar Sonal Kumar Hemant Kumar Giri* Nishit Anand Ashish Seth Sreyan Ghosh Dinesh Manocha

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Media Coverage

GAMMA Lab & NVIDIA Release Audio Flamingo Next for Open Audio-Language Reasoning
Lin and Manocha Receive 2026 IEEE ICRA Most Influential Paper Award
GAMMA Lab & Apple Develop AMUSE to Advance Agentic Multimodal Reasoning
GAMMA Collaborates with NVIDIA on Music Flamingo, Adopted by Universal Music Group
GAMMA's joint work on "Sensible Agents" with Google Research
New Research Helps Robots Grasp Situational Context
Sanjoy Chowdhury’s Vision for Smarter, Multimodal AI
Joint work with NVIDIA on Audio Flamingo 3
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News & Events

Sonal Kumar and Younghan Lee received the Outstanding Graduate Assistant Award at UMD
GAMMA presented 3 papers at AAAI 2026
GAMMA organized RARA: First Workshop on Grounding Documents with Reasoning, Agents, Retrieval, and Attribution at ICDM 2025
GAMMA will present 4 papers at EMNLP 2025
GAMMA will present 6 papers at NeurIPS 2025
GAMMA is presenting 2 papers at ACL 2025
GAMMA will present 13 papers at IROS 2026
GAMMA will present 5 papers at ICCV 2025