Jacob C Walker

6 papers · 2021–2024 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird

Venues

ICLR (4) ICML (2)

Top co-authors

Charles Blundell (3) Jovana Mitrovic (3) Ankesh Anand (2) Theophane Weber (2) Yazhe Li (2) Eszter Vértes (2) Jessica B Hamrick (2) Lars Holger Buesing (2) Sherjil Ozair (1) Gabriel Dulac-Arnold (1)

Research topics

Artificial Intelligence (5) Machine Learning (5) Learning Types (5) Core AI (4) Deep Learning (1) Reinforcement Learning (1) Robotics (1) Application Areas (1) Applications (1) Architectures (1) Capabilities (1) Core Methods (1) Learning Paradigms (1)

Keywords

contrastive learning (3) representation learning (3) reinforcement learning (2) semi-supervised learning (1) transfer learning (1) video generation (1) self-supervised learning (1) model-based learning (1) in-context learning (1) out-of-distribution generalization (1) nearest neighbor (1) model-based reinforcement learning (1) world model (1) dynamics model (1) data efficiency (1) intrinsic exploration (1) invariant prediction (1) self-supervised representation learning (1) environment model (1) procedural generalization (1)

Papers

Position: Video as the New Language for Real-World Decision Making ICML 2024 Investigating the Role of Model-Based Learning in Exploration and Transfer ICML 2023 SemPPL: Predicting Pseudo-Labels for Better Contrastive Representations ICLR 2023 CoBERL: Contrastive BERT for Reinforcement Learning ICLR 2022 Procedural generalization by planning with self-supervised world models ICLR 2022 Representation Learning via Invariant Causal Mechanisms ICLR 2021