Scholar
Koustuv Sinha
Google Scholar ID: 9P9QcckAAAAJ
Research Scientist, Meta AI (Fundamental AI Research), McGill University (MSc, PhD)
language generation
language reasoning
graph neural networks
systematic generalization
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Citations & Impact
All-time
Citations
3,000
H-index
21
i10-index
31
Publications
20
Co-authors
35
list available
Contact
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Publications
13 items
V-JEPA 2.1: Unlocking Dense Features in Video Self-Supervised Learning
2026
Cited
0
Beyond Language Modeling: An Exploration of Multimodal Pretraining
2026
Cited
0
Brittlebench: Quantifying LLM robustness via prompt sensitivity
2026
Cited
1
A Lightweight Library for Energy-Based Joint-Embedding Predictive Architectures
2026
Cited
0
Learning to See Before Seeing: Demystifying LLM Visual Priors from Language Pre-training
2025
Cited
0
Controlling Multimodal LLMs via Reward-guided Decoding
2025
Cited
0
Position: Machine Learning Conferences Should Establish a "Refutations and Critiques" Track
2025
Cited
0
A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs
2025
Cited
1
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Resume (English only)
Academic Achievements
Contributed to V-JEPA 2, a frontier self-supervised video model enabling understanding, prediction, and planning.
Co-authored 'Scaling Language-Free Visual Representation Learning'.
Contributed to MetaMorph, a multimodal understanding and generation model via instruction tuning.
Worked on VEDIT, a latent prediction architecture for procedural video representation learning.
Part of the Chameleon team, developing mixed-modal early-fusion foundation models; code and weights publicly released.
Research covered by Nature, VentureBeat, InfoQ, DailyMail, and Hindustan Times.
Served as Senior Area Chair at ACL 2024.
Released the Physical World Reasoning leaderboard and MVPBench dataset for evaluating video understanding in VLMs.
Co-authors
35 total
Joelle Pineau
School of Computer Science, McGill University; FAIR, Meta AI; Mila
Adina Williams
Research Scientist, FAIR (Meta Platforms Inc.)
Dieuwke Hupkes
Meta
Hugo Larochelle
Mila - Quebec AI Institute
Shagun Sodhani
Google DeepMind
Co-author 6
Prasanna Parthasarathi
Noah's Ark Lab
Nan Rosemary Ke
Google, Deepmind, Mila
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