Compositional Generalization

CoGe

Study and develop models that can generalize to unseen compositions of known concepts.

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DecompSR: A dataset for decomposed analyses of compositional multihop spatial reasoning Lachlan McPheat Navdeep Kaur Robert E Blackwell Alessandra Russo Anthony G Cohn Pranava Madhyastha ReLM CoGe LRM 88 0 0 04 Nov 2025
Scalable Evaluation and Neural Models for Compositional Generalization Giacomo Camposampiero Pietro Barbiero Michael Hersche Roger Wattenhofer Abbas Rahimi OCL CoGe 128 0 0 04 Nov 2025
Can Language Models Compose Skills In-Context? Zidong Liu Zhuoyan Xu Zhenmei Shi Yingyu Liang ReLM CoGe LRM 110 0 0 27 Oct 2025
Evaluating In Silico Creativity: An Expert Review of AI Chess Compositions Vivek Veeriah Federico Barbero Marcus Chiam Xidong Feng Michael Dennis ... Jiaxin Shi Shaobo Hou Satinder Singh Nenad Tomašev Tom Zahavy CoGe 52 0 0 27 Oct 2025
STATUS Bench: A Rigorous Benchmark for Evaluating Object State Understanding in Vision-Language Models Mahiro Ukai Shuhei Kurita Nakamasa Inoue CoGe 93 0 0 26 Oct 2025
Disentangled Representation Learning via Modular Compositional Bias Whie Jung Dong Hoon Lee Seunghoon Hong DRL OCL CoGe 137 0 0 24 Oct 2025
Out-of-distribution Tests Reveal Compositionality in Chess Transformers Anna Mészáros Patrik Reizinger Ferenc Huszár CoGe 28 0 0 23 Oct 2025
TOMCAT: Test-time Comprehensive Knowledge Accumulation for Compositional Zero-Shot Learning Xudong Yan Songhe Feng CoGe 24 0 0 23 Oct 2025
Compositional Generation for Long-Horizon Coupled PDEs Somayajulu L. N. Dhulipala Deep Ray Nicholas Forman DiffM CoGe 57 0 0 23 Oct 2025
UWBench: A Comprehensive Vision-Language Benchmark for Underwater Understanding Da Zhang Chenggang Rong Bingyu Li Feiyu Wang Zhiyuan Zhao Junyu Gao Xuelong Li VLM CoGe 81 0 0 21 Oct 2025
Disentanglement Beyond Static vs. Dynamic: A Benchmark and Evaluation Framework for Multi-Factor Sequential Representations Tal Barami Nimrod Berman Ilan Naiman Amos H. Hason Rotem Ezra Omri Azencot CoGe 108 1 0 20 Oct 2025
Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions Jihoon Kwon Kyle Min Jy-yong Sohn CoGe 44 0 0 18 Oct 2025
Disentanglement of Sources in a Multi-Stream Variational Autoencoder Veranika Boukun Jörg Lücke DRL CoGe 65 0 0 17 Oct 2025
Spatial-DISE: A Unified Benchmark for Evaluating Spatial Reasoning in Vision-Language Models Xinmiao Huang Qisong He Zhenglin Huang Boxuan Wang Zhuoyun Li Guangliang Cheng Yi Dong Xiaowei Huang CoGe 88 0 0 15 Oct 2025
SeqBench: Benchmarking Sequential Narrative Generation in Text-to-Video Models Zhengxu Tang Zizheng Wang Luning Wang Zitao Shuai Chenhao Zhang ... Yirui Wu Bohao Wang Haosong Rao Zhenyu Yang Chenwei Wu EGVM VGen CoGe 68 0 0 14 Oct 2025
VQArt-Bench: A semantically rich VQA Benchmark for Art and Cultural Heritage A. Alfarano L. Venturoli D. Negueruela del Castillo CoGe VLM 44 0 0 14 Oct 2025
VISaGE: Understanding Visual Generics and Exceptions Stella Frank Emily Allaway VLM CoGe 57 0 0 14 Oct 2025
VLURes: Benchmarking VLM Visual and Linguistic Understanding in Low-Resource Languages Jesse Atuhurra Iqra Ali Tomoya Iwakura Hidetaka Kamigaito Tatsuya Hiraoka VLM CoGe 57 0 0 14 Oct 2025
BLEnD-Vis: Benchmarking Multimodal Cultural Understanding in Vision Language Models Bryan Chen Zhengyu Tan Zheng Weihua Zhengyuan Liu Nancy F. Chen Hwaran Lee Kenny Choo Roy Ka-Wei Lee CoGe VLM 16 0 0 13 Oct 2025
Compositional Zero-Shot Learning: A Survey Ans Munir Faisal Z. Qureshi Mohsen Ali M. H. Khan CoGe 50 0 0 13 Oct 2025
COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision Language Models Sanchit Sinha Guangzhi Xiong Aidong Zhang CoGe LRM VLM 81 0 0 13 Oct 2025
$PHyCLIP: $\ell_1$-Product of Hyperbolic Factors Unifies Hierarchy and Compositionality in Vision-Language Representation Learning$ PHyCLIP: $\ell_1$ -Product of Hyperbolic Factors Unifies Hierarchy and Compositionality in Vision-Language Representation Learning Daiki Yoshikawa Takashi Matsubara CoGe 52 0 0 10 Oct 2025
Composition Law of Conjugate Observables in Random Permutation Sorting Systems Yurang R. Kuang CoGe 16 0 0 09 Oct 2025
TRAVL: A Recipe for Making Video-Language Models Better Judges of Physics Implausibility Saman Motamed Minghao Chen Luc Van Gool Iro Laina VGen CoGe 52 0 0 08 Oct 2025
DiffSDA: Unsupervised Diffusion Sequential Disentanglement Across Modalities Hedi Zisling Ilan Naiman Nimrod Berman Supasorn Suwajanakorn Omri Azencot DiffM CoGe 76 0 0 07 Oct 2025
Your Vision-Language Model Can't Even Count to 20: Exposing the Failures of VLMs in Compositional Counting Xuyang Guo Zekai Huang Zhenmei Shi Zhao Song Jiahao Zhang CoGe VLM 126 0 0 06 Oct 2025
VaseVQA-3D: Benchmarking 3D VLMs on Ancient Greek Pottery Nonghai Zhang Zeyu Zhang Jiazi Wang Yang Zhao Hao Tang CoGe 157 0 0 06 Oct 2025
What Drives Compositional Generalization in Visual Generative Models? Karim Farid Rajat Sahay Yumna Ali Alnaggar Simon Schrodi Volker Fischer Cordelia Schmid Thomas Brox CoGe 113 0 0 03 Oct 2025
How Do Language Models Compose Functions? Apoorv Khandelwal Ellie Pavlick KELM CoGe LRM 76 1 0 02 Oct 2025
RefineShot: Rethinking Cinematography Understanding with Foundational Skill Evaluation Hang Wu Yujun Cai Haonan Ge H. Chen Ming-Hsuan Yang Yiwei Wang CoGe 83 0 0 02 Oct 2025
Compose Your Policies! Improving Diffusion-based or Flow-based Robot Policies via Test-time Distribution-level Composition Jiahang Cao Y. Huang Hanzhong Guo Rui Zhang Mu Nan ... Q. Zheng Chunfeng Song X. Li Ping Luo Andrew F. Luo CoGe 32 0 0 01 Oct 2025
MathSticks: A Benchmark for Visual Symbolic Compositional Reasoning with Matchstick Puzzles Yuheng Ji Huajie Tan Cheng Chi Yijie Xu Yuting Zhao ... Huaihai Lyu Pengwei Wang Zhongyuan Wang Shanghang Zhang Xiaolong Zheng CoGe 36 1 0 01 Oct 2025
NePTune: A Neuro-Pythonic Framework for Tunable Compositional Reasoning on Vision-Language Danial Kamali Parisa Kordjamshidi NAI LRM CoGe VLM 516 0 0 30 Sep 2025
Visual serial processing deficits explain divergences in human and VLM reasoning Nicholas Budny Kia Ghods Declan Campbell Raja Marjieh Amogh Joshi Sreejan Kumar Jonathan Cohen Taylor W. Webb Thomas Griffiths CoGe LRM 44 1 0 29 Sep 2025
SpinBench: Perspective and Rotation as a Lens on Spatial Reasoning in VLMs Yuyou Zhang Radu Corcodel Chiori Hori A. Cherian Ding Zhao CoGe LRM 18 0 0 29 Sep 2025
VisualOverload: Probing Visual Understanding of VLMs in Really Dense Scenes Paul Gavrikov Wei Lin Muhammad Jehanzeb Mirza Soumya Jahagirdar Muhammad Huzaifa Sivan Doveh Serena Yeung-Levy James R. Glass Hilde Kuehne CoGe 67 0 0 29 Sep 2025
Explanation-Driven Counterfactual Testing for Faithfulness in Vision-Language Model Explanations Sihao Ding Santosh Vasa Aditi Ramadwar CoGe 28 0 0 27 Sep 2025
Local Success Does Not Compose: Benchmarking Large Language Models for Compositional Formal Verification X. Xu Xin Li Xingwei Qu Jie Fu Hang Zhao CoGe LRM 26 0 0 27 Sep 2025
Vision Language Models Cannot Plan, but Can They Formalize? Muyu He Yuxi Zheng Y. Liu Zijian An Bill Cai Jiani Huang Lifeng Zhou Feng Liu Ziyang Li Li Zhang CoGe 76 0 0 25 Sep 2025
CompareBench: A Benchmark for Visual Comparison Reasoning in Vision-Language Models Jie Cai Kangning Yang Lan Fu Jiaming Ding Jinlong Li Huiming Sun Daitao Xing Jinglin Shen Zibo Meng CoGe VLM 40 0 0 25 Sep 2025
DisCoCLIP: A Distributional Compositional Tensor Network Encoder for Vision-Language Understanding K. Lo Hala Hawashin Mina Abbaszadeh Tilen Limback-Stokin Hadi Wazni M. Sadrzadeh CLIP CoGe 81 0 0 25 Sep 2025
Long Story Short: Disentangling Compositionality and Long-Caption Understanding in VLMs Israfel Salazar Desmond Elliott Yova Kementchedjhieva CoGe VLM 95 0 0 23 Sep 2025
Variational Task Vector Composition Boyuan Zhang Yingjun Du Xiantong Zhen Ling Shao MoMe CoGe 74 0 0 21 Sep 2025
Local Mechanisms of Compositional Generalization in Conditional Diffusion Arwen Bradley DiffM CoGe 105 1 0 19 Sep 2025
Compose by Focus: Scene Graph-based Atomic Skills Han Qi Changhe Chen Heng Yang OCL CoGe 80 0 0 19 Sep 2025
A Compositional Kernel Model for Feature Learning Feng Ruan Keli Liu Sai Li CoGe 104 0 0 17 Sep 2025
Cinéaste: A Fine-grained Contextual Movie Question Answering Benchmark Nisarg A. Shah Amir Ziai Chaitanya Ekanadham Vishal M. Patel VGen CoGe ELM 41 0 0 17 Sep 2025
Learning by Imagining: Debiased Feature Augmentation for Compositional Zero-Shot Learning H. Zhang Chenchen Jing Mingyu Liu Qingsheng Wang Hao Chen CoGe 48 0 0 16 Sep 2025
Quantifying Compositionality of Classic and State-of-the-Art Embeddings Zhijin Guo Chenhao Xue Zhaozhen Xu Hongbo Bo Yuxuan Ye Janet B. Pierrehumbert Martha Lewis CoGe 77 0 0 14 Sep 2025
Compositional Concept Generalization with Variational Quantum Circuits Hala Hawashin Mina Abbaszadeh Nicholas Joseph Beth Pearson Martha Lewis Mehrnoosh Sadrzadeh CoGe 26 0 0 11 Sep 2025

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