Measuring abstract reasoning in neural networks

Measuring abstract reasoning in neural networks

11 July 2018

Timothy Lillicrap

Papers citing "Measuring abstract reasoning in neural networks"

18 / 68 papers shown

Title
The Scattering Compositional Learner: Discovering Objects, Attributes, Relationships in Analogical Reasoning Yuhuai Wu Honghua Dong Roger C. Grosse Jimmy Ba CoGe 24 66 0 08 Jul 2020
A Study of Compositional Generalization in Neural Models Tim Klinger D. Adjodah Vincent Marois Joshua Joseph Matthew D Riemer Alex Pentland Murray Campbell CoGe NAI 30 12 0 16 Jun 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 67 1,935 0 11 Apr 2020
Solving Raven's Progressive Matrices with Multi-Layer Relation Networks Marius Jahrens T. Martinetz AIMat GNN 22 29 0 25 Mar 2020
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI L. Arras Ahmed Osman Wojciech Samek XAI AAML 21 150 0 16 Mar 2020
Generalization and Representational Limits of Graph Neural Networks Vikas K. Garg Stefanie Jegelka Tommi Jaakkola GNN 26 304 0 14 Feb 2020
Weakly-Supervised Disentanglement Without Compromises Francesco Locatello Ben Poole Gunnar Rätsch Bernhard Schölkopf Olivier Bachem Michael Tschannen CoGe OOD DRL 184 313 0 07 Feb 2020
Solving Raven's Progressive Matrices with Neural Networks Tao Zhuo Mohan S. Kankanhalli 27 26 0 05 Feb 2020
Location Attention for Extrapolation to Longer Sequences Yann Dubois Gautier Dagan Dieuwke Hupkes Elia Bruni 23 40 0 10 Nov 2019
Making sense of sensory input Maciej Wołczyk Jacek Tabor Johannes Welbl Szymon Maszke Marek Sergot 19 52 0 05 Oct 2019
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods Aditya Mogadala M. Kalimuthu Dietrich Klakow VLM 20 132 0 22 Jul 2019
Graph Neural Tangent Kernel: Fusing Graph Neural Networks with Graph Kernels S. Du Kangcheng Hou Barnabás Póczós Ruslan Salakhutdinov Ruosong Wang Keyulu Xu 23 268 0 30 May 2019
Analysing Mathematical Reasoning Abilities of Neural Models D. Saxton Edward Grefenstette Felix Hill Pushmeet Kohli LRM 21 414 0 02 Apr 2019
Unsupervised and interpretable scene discovery with Discrete-Attend-Infer-Repeat Duo Wang M. Jamnik Pietro Lió BDL OCL 26 5 0 14 Mar 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 32 303 0 07 Mar 2019
Neural Networks Trained on Natural Scenes Exhibit Gestalt Closure Been Kim Emily Reif Martin Wattenberg Samy Bengio Michael C. Mozer 33 30 0 04 Mar 2019
MUREL: Multimodal Relational Reasoning for Visual Question Answering Rémi Cadène H. Ben-younes Matthieu Cord Nicolas Thome LRM 19 271 0 25 Feb 2019
Learning to Make Analogies by Contrasting Abstract Relational Structure Felix Hill Adam Santoro David Barrett Ari S. Morcos Timothy Lillicrap NAI 17 98 0 31 Jan 2019