conftrace_

compositional reasoning

81 papers

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vision-language model (2348) visual reasoning (493) visual question answering (1017) vision language model (767) question answering (2963) contrastive learning (4032) large language model (13587) multimodal learning (4645) benchmark evaluation (1556) zero-shot learning (3650)

Papers

CR³: Boosting Compositional Reasoning in MLLMs Through Rule-Based Reinforcement Learning AAAI 2026
Cylindrical Lattice Embedding for Program Induction AAAI 2026
Zero-Shot Vision Language Reasoning via Dual-layer Scene Graph Chain of Thoughts (Student Abstract) AAAI 2026
Leveraging Textual Compositional Reasoning for Robust Change Captioning AAAI 2026
Complex Reasoning over Vision and Language --Leveraging Neurosymbolic AI AAAI 2026
Decompose and Conquer: Compositional Reasoning for Zero-Shot Temporal Action Localization AAAI 2026
Compositional Reasoning via Joint Image and Language Decomposition EACL 2026
WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models ACL 2026
AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios ACL 2026
FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity CVPR 2025
A Visual Leap in CLIP Compositionality Reasoning through Generation of Counterfactual Sets ICCV 2025
GroundCocoa: A Benchmark for Evaluating Compositional & Conditional Reasoning in Language Models NAACL 2025
VELOCITI: Benchmarking Video-Language Compositional Reasoning with Strict Entailment CVPR 2025
VideoComp: Advancing Fine-Grained Compositional and Temporal Alignment in Video-Text Models CVPR 2025
DisCoCLIP: A Distributional Compositional Tensor Network Encoder for Vision-Language Understanding EMNLP 2025
COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision-Language Models EMNLP 2025
Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models AAAI 2025
Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing NIPS 2024
Understanding and Patching Compositional Reasoning in LLMs ACL 2024
ConMe: Rethinking Evaluation of Compositional Reasoning for Modern VLMs NIPS 2024
Preserving Multi-Modal Capabilities of Pre-trained VLMs for Improving Vision-Linguistic Compositionality EMNLP 2024
Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding CVPR 2024
Simple Token-Level Confidence Improves Caption Correctness WACV 2024
ClevrSkills: Compositional Language And Visual Reasoning in Robotics NIPS 2024
An Examination of the Compositionality of Large Generative Vision-Language Models NAACL 2024