Title
Convolutional Neural Networks Can (Meta-)Learn the Same-Different Relation Max Gupta Sunayana Rane R. Thomas McCoy Thomas L. Griffiths SSL OOD DRL 82 0 0 29 Mar 2025
Learning richness modulates equality reasoning in neural networks William L. Tong C. Pehlevan 42 0 0 12 Mar 2025
Emergent Symbolic Mechanisms Support Abstract Reasoning in Large Language Models Yukang Yang Declan Campbell Kaixuan Huang Mengdi Wang Jonathan D. Cohen Taylor W. Webb LRM 60 2 0 27 Feb 2025
Unraveling the geometry of visual relational reasoning Jiaqi Shang Gabriel Kreiman Haim Sompolinsky 37 0 0 24 Feb 2025
What is the Visual Cognition Gap between Humans and Multimodal LLMs? Xu Cao Bolin Lai Wenqian Ye Yunsheng Ma Joerg Heintz Jintai Chen Jianguo Cao James M. Rehg 37 8 0 14 Jun 2024
Disentangling and Integrating Relational and Sensory Information in Transformer Architectures Awni Altabaa John Lafferty 27 2 0 26 May 2024
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 59 2 0 24 May 2024
LARS-VSA: A Vector Symbolic Architecture For Learning with Abstract Rules Mohamed Mejri C. Amarnath Abhijit Chatterjee 30 1 0 23 May 2024
Evidence from counterfactual tasks supports emergent analogical reasoning in large language models Taylor W. Webb K. Holyoak Hongjing Lu LRM ELM 22 4 0 14 Apr 2024
Slot Abstractors: Toward Scalable Abstract Visual Reasoning S. S. Mondal Jonathan D. Cohen Taylor W. Webb OCL 27 8 0 06 Mar 2024
A Relational Inductive Bias for Dimensional Abstraction in Neural Networks Declan Campbell Jonathan D. Cohen NAI 18 1 0 28 Feb 2024
Visual Reasoning in Object-Centric Deep Neural Networks: A Comparative Cognition Approach Guillermo Puebla Jeffrey S. Bowers OCL 30 0 0 20 Feb 2024
Human-Like Geometric Abstraction in Large Pre-trained Neural Networks Declan Campbell Sreejan Kumar Tyler Giallanza Thomas L. Griffiths Jonathan D. Cohen GNN OCL 13 1 0 06 Feb 2024
When can transformers reason with abstract symbols? Enric Boix-Adserà Omid Saremi Emmanuel Abbe Samy Bengio Etai Littwin Josh Susskind LRM NAI 13 12 0 15 Oct 2023
Deep Neural Networks Can Learn Generalizable Same-Different Visual Relations Alexa R. Tartaglini Sheridan Feucht Michael A. Lepori Wai Keen Vong Charles Lovering Brenden Lake Ellie Pavlick ViT OOD 17 3 0 14 Oct 2023
Learning Hierarchical Relational Representations through Relational Convolutions Awni Altabaa John Lafferty 25 2 0 05 Oct 2023
Systematic Visual Reasoning through Object-Centric Relational Abstraction Taylor W. Webb S. S. Mondal Jonathan D. Cohen OCL 20 23 0 04 Jun 2023
Meta-Learned Models of Cognition Marcel Binz Ishita Dasgupta A. Jagadish M. Botvinick Jane X. Wang Eric Schulz 26 23 0 12 Apr 2023
Abstractors and relational cross-attention: An inductive bias for explicit relational reasoning in Transformers Awni Altabaa Taylor W. Webb Jonathan D. Cohen John Lafferty 17 8 0 01 Apr 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 206 2,232 0 22 Mar 2023
Zero-shot visual reasoning through probabilistic analogical mapping Taylor W. Webb Shuhao Fu Trevor J. Bihl K. Holyoak Hongjing Lu LRM 34 10 0 29 Sep 2022
Geometric Deep Learning: Grids, Groups, Graphs, Geodesics, and Gauges M. Bronstein Joan Bruna Taco S. Cohen Petar Velivcković GNN 166 1,095 0 27 Apr 2021
Emergent Symbols through Binding in External Memory Taylor W. Webb I. Sinha J. Cohen 59 62 0 29 Dec 2020