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Reasoning

2595 directly classified papers

Papers per year

Papers

VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning CVPR 2025

Facilitating Long Context Understanding via Supervised Chain-of-Thought Reasoning EMNLP 2025

GFlowVLM: Enhancing Multi-step Reasoning in Vision-Language Models with Generative Flow Networks CVPR 2025

SKE-Layout: Spatial Knowledge Enhanced Layout Generation with LLMs CVPR 2025

Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models CVPR 2025

S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners AAAI 2025

VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025

A Theory of Response Sampling in LLMs: Part Descriptive and Part Prescriptive ACL 2025

PhysicsGen: Can Generative Models Learn from Images to Predict Complex Physical Relations? CVPR 2025

Open-World Amodal Appearance Completion CVPR 2025

CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models CVPR 2025

Colour Me Uncertain: Representing Vagueness with Probabilistic Semantics EACL 2024

A Theoretical Understanding of Self-Correction through In-context Alignment NIPS 2024

Towards a Theoretical Understanding of the 'Reversal Curse' via Training Dynamics NIPS 2024

Mimicking Behaviors in Separated Domains (Abstract Reprint) AAAI 2024

Sequential Model-Based Diagnosis by Systematic Search (Abstract Reprint) AAAI 2024

LogiCity: Advancing Neuro-Symbolic AI with Abstract Urban Simulation NIPS 2024

Sub-optimal Experts mitigate Ambiguity in Inverse Reinforcement Learning NIPS 2024

Can Large Language Models Reason About Goal-Oriented Tasks? EACL 2024

Proving Theorems Recursively NIPS 2024

CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes NIPS 2024

Towards Robust Visual Understanding: from Recognition to Reasoning AAAI 2024

Socio-political Events of Conflict and Unrest: A Survey of Available Datasets EACL 2024

Temporal Logic Explanations for Dynamic Decision Systems Using Anchors and Monte Carlo Tree Search (Abstract Reprint) AAAI 2024

NeuMA: Neural Material Adaptor for Visual Grounding of Intrinsic Dynamics NIPS 2024