Relational reasoning

Publication

Measuring CLEVRness: Black-box Testing of Visual Reasoning Models

Spyridon Mouselinos *, Henryk Michalewski *, Mateusz Malinowski

ICLR

Download

Publication

Relating Graph Neural Networks to Structural Causal Models

Matej Zečević *, Devendra Singh Dhami *, Petar Veličković, Kristian Kersting *

arXiv

Download

Publication

Persistent Message Passing

Heiko Strathmann, Amin Barekatain, Charles Blundell, Petar Veličković

arXiv

Download

Publication

Combinatorial optimization and reasoning with graph neural networks

Quentin Cappart *, Didier Chétalat *, Elias Khalil *, Andrea Lodi *, Christopher Morris *, Petar Veličković

IJCAI

Download

Publication

Learning Mesh-Based Simulation with Graph Networks

Tobias Pfaff, Meire Fortunato, Alvaro Sanchez-Gonzalez, Peter Battaglia

arXiv

Download

Publication

Amortized learning of neural causal representations

N R Ke *, Jane Wang, Jovana Mitrovic, Martin Szummer, Danilo Rezende

arXiv

Download

Publication

Hierarchical Protein Function Prediction with Tails-GNNs

Stefan Spalević *, Petar Veličković, J Kovacević *, Mladen Nikolić *

arXiv

Download

Publication

Evaluating the Apperception Engine

Richard Evans, J Hernández-Orallo *, Johannes Welbl *, Pushmeet Kohli, Marek Sergot *

arXiv

Download

Publication

Pointer Graph Networks

Petar Veličković, Lars Buesing, Matthew Overlan, Razvan Pascanu, Oriol Vinyals, Charles Blundell

NeurIPS

Download

Publication

Should I tear down this wall? Optimizing social metrics by evaluating novel actions

János Kramár, Neil Rabinowitz, Tom Eccles, Andrea Tacchetti

arXiv

Download

Publication

Principal Neighbourhood Aggregation for Graph Nets

Gabriele Corso *, Luca Cavalleri *, Dominique Beaini *, Pietro Liò *, Petar Veličković

NeurIPS

Download

Publication

Lagrangian Neural Networks

Miles Cranmer *, S Greydanus *, S Hoyer *, Peter Battaglia, David Spergel *, Shirley Ho *

arXiv

Download

Publication

Learning to Simulate Complex Physics with Graph Networks

Alvaro Sanchez-Gonzalez, Jonathan Godwin, Tobias Pfaff, Rex Ying *, Jure Leskovec *, Peter Battaglia

ICML

Download

Publication

Object-oriented state editing for HRL

Victor Bapst, Alvaro Sanchez-Gonzalez, Omar Shams, Kimberly Stachenfeld, Peter Battaglia, Satinder Singh *, Jess Hamrick

NeurIPS

Download

Publication

Neural Execution of Graph Algorithms

Petar Veličković, Rex Ying *, Matilde Padovano *, Raia Hadsell, Charles Blundell

ICLR 2021

Download

Publication

Making sense of sensory input

Richard Evans, J Hernández-Orallo *, Johannes Welbl *, Pushmeet Kohli, Marek Sergot *

arXiv

Download

Publication

Hamiltonian Graph Networks with ODE Integrators

Alvaro Sanchez-Gonzalez, Victor Bapst, K Cranmer *, Peter Battaglia

arXiv

Download

Publication

Learning Symbolic Physics with Graph Networks

Miles Cranmer *, Rui Xu *, Peter Battaglia, Shirley Ho *

NeurIPS

Download

Publication

Interval Timing in Deep Reinforcement Learning Agents

Ben Deverett, Ryan Faulkner, Meire Fortunato, Gregory Wayne, Joel Z. Leibo

arXiv

Download

Publication

An Explicitly Relational Neural Network Architecture

Murray Shanahan, Kyriacos Nikiforou, Antonia Creswell, Christos Kaplanis, David Barrett, Marta Garnelo

ICML

Download

Publication

Structured agents for physical construction

Victor Bapst, Alvaro Sanchez-Gonzalez, Carl Doersch, Kimberly Stachenfeld, Pushmeet Kohli, Peter Battaglia, Jess Hamrick

arXiv

Download

Publication

Graph Matching Networks for Learning the Similarity of Graph Structured Objects

Yujia Li, Chenjie Gu, Thomas Dullien *, Oriol Vinyals, Pushmeet Kohli

ICML

Download

Publication

Learning to Make Analogies by Contrasting Abstract Relational Structure

Felix Hill, Adam Santoro, David G. T. Barrett *, Ari Morcos, Timothy Lillicrap

arXiv

Download

Publication

Relational Forward Models for Multi-Agent Learning

Andrea Tacchetti, H F Song *, P A M Mediano *, Vinicius Zambaldi, Neil Rabinowitz, Thore Graepel, Matt Botvinick, P W Battaglia *

arXiv

Download

Publication

Deep reinforcement learning with relational inductive biases

Vinicius Zambaldi, David Raposo, Adam Santoro, Victor Bapst, Yazhe Li, Igor Babuschkin, Karl Tuyls, David Reichert, Timothy Lillicrap, Edward Lockhart, Murray Shanahan, V Langston, Razvan Pascanu, Matt Botvinick, Oriol Vinyals, Peter Battaglia

ICLR

Download

Publications

Relational reasoning