Somdeb Majumdar

6 papers · 2019–2023 · 5 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Silver 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (13) 🐣 Hot Topic Early Bird 🔥 Unstoppable · Bronze

Venues

ICML (2) CVPR (1) ECCV (1) ICLR (1) WACV (1)

Top co-authors

Subarna Tripathi (3) Santiago Miret (3) Shauharda Khadka (3) Kagan Tumer (2) Zach Dwiel (1) Avrech Ben-David (1) Tarek Nassar (1) Sourya Roy (1) Tamir Hazan (1) Estelle Aflalo (1)

Research topics

Deep Learning (3) Architectures (3) Computer Vision (2) Machine Learning (2) Reinforcement Learning (2) Analysis (2) Methods (2) Artificial Intelligence (1) Applications (1) Core AI (1) Domain-Specific (1) Learning Types (1) Models (1) Optimization & Theory (1)

Keywords

evolutionary algorithm (2) transformer architecture (1) multi-agent reinforcement learning (1) sample efficiency (1) policy optimization (1) video prediction (1) trajectory prediction (1) egocentric vision (1) video understanding (1) object tracking (1) scene graph (1) continuous control (1) dynamic scene (1) probabilistic model (1) reward shaping (1) multi-agent competition (1) evolutionary search (1) egocentric video (1) interaction prediction (1) policy portfolio (1)

Papers

Exploiting Long-Term Dependencies for Generating Dynamic Scene Graphs WACV 2023 Joint Hand Motion and Interaction Hotspots Prediction From Egocentric Videos CVPR 2022 Learning Long-Term Spatial-Temporal Graphs for Active Speaker Detection ECCV 2022 Optimizing Memory Placement using Evolutionary Graph Reinforcement Learning ICLR 2021 Evolutionary Reinforcement Learning for Sample-Efficient Multiagent Coordination ICML 2020 Collaborative Evolutionary Reinforcement Learning ICML 2019