Relational inductive biases, deep learning, and graph networks

Peter Battaglia, Jessica B. Hamrick, Victor Bapst, +24

arXiv (Cornell University)

Artificial IntelligenceLarge Ai ModelCognitive ScienceEngineeringMachine Learning +12

Unveiling the predictive power of static structure in glassy systems

Victor Bapst, Thomas M. Keck, Agnieszka Grabska‐Barwińska, +8

Nature Physics

Glass-ceramicEngineeringGlass-forming LiquidGlass TransitionMechanics +5

Sample Efficient Actor-Critic with Experience Replay

Ziyu Wang, Victor Bapst, Nicolas Heess, +4

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningDeep Reinforcement LearningStochastic Game +10

Distral: Robust Multitask Reinforcement Learning

Yee Whye Teh, Victor Bapst, Wojciech Marian Czarnecki, +5

arXiv (Cornell University)

Artificial IntelligenceJoint TrainingEngineeringMachine LearningData Science +10

Relational Deep Reinforcement Learning

Vinícius Zambaldi, David Raposo, Adam Santoro, +13

arXiv (Cornell University)

Artificial IntelligenceGame AiEngineeringMachine LearningGeneralization Capacity +14

Deep reinforcement learning with relational inductive biases

Vinícius Zambaldi, David Raposo, Adam Santoro, +13

International Conference on Learning Representations

Artificial IntelligenceEngineeringMachine LearningDeep ReinforcementDeep Reinforcement Learning +3

Hamiltonian Graph Networks with ODE Integrators

Álvaro Sánchez‐González, Victor Bapst, K. Cranmer, +1

arXiv (Cornell University)

Mathematical ProgrammingArtificial IntelligenceEngineeringMachine LearningNetwork Analysis +17

Relational inductive bias for physical construction in humans and machines

Jessica B. Hamrick, Kelsey R. Allen, Victor Bapst, +4

arXiv (Cornell University)

Artificial IntelligenceEngineeringMachine LearningAi FoundationRelational Inductive Bias +21

Generating Interpretable Images with Controllable Structure

Scott Reed, Aäron van den Oord, Nal Kalchbrenner, +3

Controllable Object LocationsMultimodal LlmMachine VisionImage AnalysisMachine Learning +13

Hyperbolic Attention Networks

Çaǧlar Gülçehre, Misha Denil, Mateusz Malinowski, +8

arXiv (Cornell University)

Artificial IntelligenceStructured PredictionGeometric LearningEngineeringMachine Learning +15