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Abstraction and Analogy-Making in Artificial Intelligence

22 February 2021

Papers citing "Abstraction and Analogy-Making in Artificial Intelligence"

50 / 89 papers shown

Title
CARPAS: Towards Content-Aware Refinement of Provided Aspects for Summarization in Large Language Models Yong-En Tian Yu-Chien Tang An-Zi Yen Wen-Chih Peng 16 8 0 08 Oct 2025
Modelling Analogies and Analogical Reasoning: Connecting Cognitive Science Theory and NLP Research Molly R. Petersen Claire Stevenson Lonneke van der Plas 20 0 0 11 Sep 2025
Finding your MUSE: Mining Unexpected Solutions Engine Nir Sweed Hanit Hakim Ben Wolfson Hila Lifshitz Dafna Shahaf 12 0 0 05 Sep 2025
Bongard-RWR+: Real-World Representations of Fine-Grained Concepts in Bongard Problems Szymon Pawlonka Mikołaj Małkiński Jacek Mańdziuk 48 0 0 16 Aug 2025
What is an "Abstract Reasoner"? Revisiting Experiments and Arguments about Large Language Models Tian Yun Chen Sun Ellie Pavlick LRM 43 0 0 30 Jul 2025
Building Trustworthy AI by Addressing its 16+2 Desiderata with Goal-Directed Commonsense Reasoning Alexis R. Tudor Yankai Zeng Huaduo Wang Joaquín Arias Gopal Gupta LRM 66 0 0 15 Jun 2025
GIFARC: Synthetic Dataset for Leveraging Human-Intuitive Analogies to Elevate AI Reasoning Woochang Sim Hyunseok Ryu Kyungmin Choi Sungwon Han Sundong Kim 131 0 0 27 May 2025
Types of Relations: Defining Analogies with Category Theory Claire Ott Frank Jäkel 37 0 0 26 May 2025
Advancing Generalization Across a Variety of Abstract Visual Reasoning TasksInternational Joint Conference on Artificial Intelligence (IJCAI), 2021 Mikołaj Małkiński Jacek Mańdziuk 90 1 0 19 May 2025
Polysemy of Synthetic Neurons Towards a New Type of Explanatory Categorical Vector Spaces Michael Pichat William Pogrund Paloma Pichat Judicael Poumay Armanouche Gasparian Samuel Demarchi Martin Corbet Alois Georgeon Michael Veillet-Guillem MILM 171 0 0 30 Apr 2025
Intra-neuronal attention within language models Relationships between activation and semantics Michael Pichat William Pogrund Paloma Pichat Armanouche Gasparian Samuel Demarchi Corbet Alois Georgeon Michael Veillet-Guillem MILM 156 0 0 17 Mar 2025
Can Large Reasoning Models do Analogical Reasoning under Perceptual Uncertainty? Giacomo Camposampiero Michael Hersche Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 189 3 0 14 Mar 2025
Cognitive Behaviors that Enable Self-Improving Reasoners, or, Four Habits of Highly Effective STaRs Kanishk Gandhi Ayush Chakravarthy Anikait Singh Nathan Lile Noah D. Goodman ReLM LRM 313 221 0 03 Mar 2025
Data Distributional Properties As Inductive Bias for Systematic Generalization Felipe del-Rio Alain Raymond-Sáez Daniel Florea Rodrigo Toro Icarte Julio Hurtado Cristian B. Calderon Á. Soto AI4CE 185 1 0 27 Feb 2025
Human-like conceptual representations emerge from language prediction Ningyu Xu Tao Gui Chao Du Qiang Luo Jiaqi Leng Qi Zhang Menghan Zhang 292 1 0 21 Jan 2025
How Do Artificial Intelligences Think? The Three Mathematico-Cognitive Factors of Categorical Segmentation Operated by Synthetic Neurons Michael Pichat William Pogrund Armanush Gasparian Paloma Pichat Samuel Demarchi Michael Veillet-Guillem 168 3 0 26 Dec 2024
Automatic Extraction of Metaphoric Analogies from Literary Texts: Task Formulation, Dataset Construction, and Evaluation Joanne Boisson Zara Siddique Hsuvas Borkakoty Dimosthenis Antypas Luis Espinosa-Anke Jose Camacho-Collados 144 1 0 19 Dec 2024
Can Multimodal Large Language Model Think Analogically? Diandian Guo Cong Cao Fangfang Yuan Dakui Wang Wei Ma Yanbing Liu Jianhui Fu LRM 141 1 0 02 Nov 2024
Towards Robust Knowledge Representations in Multilingual LLMs for Equivalence and Inheritance based Consistent Reasoning Gaurav Arora Srujana Merugu Shreya Jain Vaibhav Saxena LRM 206 0 0 18 Oct 2024
KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning Pierre Monnin Cherif-Hassan Nousradine Lucas Jarnac Laurel Zuckerman Miguel Couceiro 94 0 0 26 Aug 2024
Any four real numbers are on all fours with analogy Yves Lepage Miguel Couceiro 92 0 0 26 Jul 2024
Towards Learning Abductive Reasoning using VSA Distributed Representations Giacomo Camposampiero Michael Hersche Aleksandar Terzić Roger Wattenhofer Abu Sebastian Abbas Rahimi LRM 173 5 0 27 Jun 2024
Games of Knightian Uncertainty as AGI testbeds Spyridon Samothrakis Dennis J. N. J. Soemers Damian Machlanski 113 1 0 26 Jun 2024
Boosting Scientific Concepts Understanding: Can Analogy from Teacher Models Empower Student Models? Siyu Yuan Cheng Jiayang Lin Qiu Deqing Yang AI4Ed ELM 99 4 0 17 Jun 2024
ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation Chen Huang Yiping Jin Ilija Ilievski Wenqiang Lei Jiancheng Lv 159 3 0 20 May 2024
MARVEL: Multidimensional Abstraction and Reasoning through Visual Evaluation and Learning Yifan Jiang Jiarui Zhang Kexuan Sun Zhivar Sourati Kian Ahrabian Kaixin Ma Filip Ilievski Jay Pujara LRM 181 22 0 21 Apr 2024
AI-enhanced Collective Intelligence: The State of the Art and Prospects Hao Cui T. Yasseri 118 30 0 15 Mar 2024
Do Large Language Models Solve ARC Visual Analogies Like People Do? Gustaw Opielka Hannes Rosenbusch Veerle Vijverberg Claire E. Stevenson LRM 97 8 0 13 Mar 2024
ParallelPARC: A Scalable Pipeline for Generating Natural-Language Analogies Oren Sultan Yonatan Bitton Ron Yosef Dafna Shahaf 143 11 0 02 Mar 2024
If Turing played piano with an artificial partner D. Dotov Dante Camarena Zach Harris Joanna Spyra Pietro Gagliano Laurel Trainor 49 2 0 09 Feb 2024
Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic Architectures Michael Hersche Francesco di Stefano Thomas Hofmann Abu Sebastian Abbas Rahimi 126 9 0 29 Jan 2024
Towards Generative Abstract Reasoning: Completing Raven's Progressive Matrix via Rule Abstraction and Selection Fan Shi Bin Li Xiangyang Xue ReLM LRM 142 4 0 18 Jan 2024
Solving ARC visual analogies with neural embeddings and vector arithmetic: A generalized method Luca H. Thoms Karel A. Veldkamp Hannes Rosenbusch Claire E. Stevenson DML 108 6 0 14 Nov 2023
FAME: Flexible, Scalable Analogy Mappings Engine Shahar Jacob Chen Shani Dafna Shahaf 81 2 0 03 Nov 2023
Do large language models solve verbal analogies like children do? Claire E. Stevenson Mathilde ter Veen Rochelle Choenni Han L. J. van der Maas Ekaterina Shutova LRM 60 10 0 31 Oct 2023
OC-NMN: Object-centric Compositional Neural Module Network for Generative Visual Analogical Reasoning Rim Assouel Pau Rodríguez Perouz Taslakian David Vazquez Yoshua Bengio LRM OCL 80 0 0 28 Oct 2023
AI for Mathematics: A Cognitive Science Perspective Cedegao E. Zhang Katherine M. Collins Adrian Weller Joshua B. Tenenbaum 134 11 0 19 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 M. Lake Ellie Pavlick OOD ViT 89 4 0 14 Oct 2023
ARN: Analogical Reasoning on Narratives Zhivar Sourati Filip Ilievski Pia Sommerauer Yifan Jiang 139 5 0 02 Oct 2023
Dynamic MOdularized Reasoning for Compositional Structured Explanation Generation Xiyan Fu Anette Frank LRM 91 2 0 14 Sep 2023
Divergences in Color Perception between Deep Neural Networks and Humans E. Nadler Elise Darragh-Ford Bhargav Srinivasa Desikan Christian Conaway Mark Chu Tasker Hull Douglas Guilbeault 104 10 0 11 Sep 2023
Evaluating the Deductive Competence of Large Language Models S. M. Seals V. Shalin ELM ReLM LRM 124 10 0 11 Sep 2023
FIND: A Function Description Benchmark for Evaluating Interpretability Methods Sarah Schwettmann Tamar Rott Shaham Joanna Materzyñska Neil Chowdhury Shuang Li Jacob Andreas David Bau Antonio Torralba 117 24 0 07 Sep 2023
Learning logic programs by discovering higher-order abstractions Céline Hocquette Sebastijan Dumancic Andrew Cropper 111 3 0 16 Aug 2023
Abstracting Concept-Changing Rules for Solving Raven's Progressive Matrix Problems Fan Shi Bin Li Xiangyang Xue LRM 119 11 0 15 Jul 2023
Relevant Entity Selection: Knowledge Graph Bootstrapping via Zero-Shot Analogical Pruning Lucas Jarnac Miguel Couceiro Pierre Monnin 121 12 0 28 Jun 2023
Beneath Surface Similarity: Large Language Models Make Reasonable Scientific Analogies after Structure Abduction Siyu Yuan Jiangjie Chen Xuyang Ge Yanghua Xiao Deqing Yang 123 11 0 22 May 2023
The ConceptARC Benchmark: Evaluating Understanding and Generalization in the ARC Domain A. Moskvichev Victor Vikram Odouard Melanie Mitchell 125 87 0 11 May 2023
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge Base Siyu Yuan Jiangjie Chen Changzhi Sun Jiaqing Liang Yanghua Xiao Deqing Yang 141 18 0 10 May 2023
Quantifying Consistency and Information Loss for Causal Abstraction Learning Fabio Massimo Zennaro P. Turrini Theodoros Damoulas CML 92 6 0 07 May 2023