"compositional reasoning" Papers

12 papers found

Advancing Compositional Awareness in CLIP with Efficient Fine-Tuning

Amit Peleg, Naman Deep Singh, Matthias Hein

NeurIPS 2025posterarXiv:2505.24424
2
citations

Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data?

Yutong Yin, Zhaoran Wang

ICLR 2025posterarXiv:2501.15857
2
citations

A Visual Leap in CLIP Compositionality Reasoning through Generation of Counterfactual Sets

Zexi Jia, Chuanwei Huang, Yeshuang Zhu et al.

ICCV 2025posterarXiv:2507.04699
3
citations

DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning

Fucai Ke, Vijay Kumar b g, Xingjian Leng et al.

ICCV 2025posterarXiv:2503.19263
6
citations

Enhancing Compositional Reasoning in CLIP via Reconstruction and Alignment of Text Descriptions

Jihoon Kwon, Kyle Min, Jy-yong Sohn

NeurIPS 2025posterarXiv:2510.16540

Not Only Text: Exploring Compositionality of Visual Representations in Vision-Language Models

Davide Berasi, Matteo Farina, Massimiliano Mancini et al.

CVPR 2025highlightarXiv:2503.17142
3
citations

VladVA: Discriminative Fine-tuning of LVLMs

Yassine Ouali, Adrian Bulat, ALEXANDROS XENOS et al.

CVPR 2025posterarXiv:2412.04378
11
citations

Detection-Based Intermediate Supervision for Visual Question Answering

Yuhang Liu, Daowan Peng, Wei Wei et al.

AAAI 2024paperarXiv:2312.16012
3
citations

Diagnosing the Compositional Knowledge of Vision Language Models from a Game-Theoretic View

Jin Wang, Shichao Dong, Yapeng Zhu et al.

ICML 2024poster

FineMatch: Aspect-based Fine-grained Image and Text Mismatch Detection and Correction

Hang Hua, Jing Shi, Kushal Kafle et al.

ECCV 2024posterarXiv:2404.14715
14
citations

Recursive Visual Programming

Jiaxin Ge, Sanjay Subramanian, Baifeng Shi et al.

ECCV 2024posterarXiv:2312.02249
10
citations

Structured Chemistry Reasoning with Large Language Models

Siru Ouyang, Zhuosheng Zhang, Bing Yan et al.

ICML 2024poster