compositional reasoning

AgentCoMa: A Compositional Benchmark Mixing Commonsense and Mathematical Reasoning in Real-World Scenarios ACL 2026 Complex Reasoning over Vision and Language --Leveraging Neurosymbolic AI AAAI 2026 Compositional Reasoning via Joint Image and Language Decomposition EACL 2026 CR³: Boosting Compositional Reasoning in MLLMs Through Rule-Based Reinforcement Learning AAAI 2026 Cylindrical Lattice Embedding for Program Induction AAAI 2026 Decompose and Conquer: Compositional Reasoning for Zero-Shot Temporal Action Localization AAAI 2026 Leveraging Textual Compositional Reasoning for Robust Change Captioning AAAI 2026 VIRO: Robust and Efficient Neuro-Symbolic Reasoning with Verification for Referring Expression Comprehension CVPR 2026 VisRes Bench: On Evaluating the Visual Reasoning Capabilities of VLMs CVPR 2026 WebAggregator: Enhancing Compositional Reasoning Capabilities of Deep Research Agent Foundation Models ACL 2026 Zero-Shot Vision Language Reasoning via Dual-layer Scene Graph Chain of Thoughts (Student Abstract) AAAI 2026 Are Transformers Able to Reason by Connecting Separated Knowledge in Training Data? ICLR 2025 A Visual Leap in CLIP Compositionality Reasoning through Generation of Counterfactual Sets ICCV 2025 COCO-Tree: Compositional Hierarchical Concept Trees for Enhanced Reasoning in Vision-Language Models EMNLP 2025 CtrlSynth: Controllable Image Text Synthesis for Data-Efficient Multimodal Learning ICML 2025 DisCoCLIP: A Distributional Compositional Tensor Network Encoder for Vision-Language Understanding EMNLP 2025 FINECAPTION: Compositional Image Captioning Focusing on Wherever You Want at Any Granularity CVPR 2025 GroundCocoa: A Benchmark for Evaluating Compositional & Conditional Reasoning in Language Models NAACL 2025 Modeling Unseen Environments with Language-guided Composable Causal Components in Reinforcement Learning ICLR 2025 Natural Language Inference Improves Compositionality in Vision-Language Models ICLR 2025 Progressive Multi-granular Alignments for Grounded Reasoning in Large Vision-Language Models AAAI 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 Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models IJCAI 2025 Align and Aggregate: Compositional Reasoning with Video Alignment and Answer Aggregation for Video Question-Answering CVPR 2024