{"total":41,"rows":[{"id":"2512.08228","title":"MM-CoT:A Benchmark for Probing Visual Chain-of-Thought Reasoning in Multimodal Models","created":"2025-12-09","cited_by_count":34,"area":"lr"},{"id":"2509.25373","title":"From Perception to Cognition: A Survey of Vision-Language Interactive Reasoning in Multimodal Large Language Models","created":"2025-09-29","cited_by_count":26,"area":"lr"},{"id":"2510.03574","title":"Efficient Test-Time Scaling for Small Vision-Language Models","created":"2025-10-03","cited_by_count":12,"area":"lr"},{"id":"2602.03595","title":"Refer-Agent: A Collaborative Multi-Agent System with Reasoning and Reflection for Referring Video Object Segmentation","created":"2026-02-03","cited_by_count":9,"area":"lr"},{"id":"2509.25160","title":"GSM8K-V: Can Vision Language Models Solve Grade School Math Word Problems in Visual Contexts","created":"2025-09-29","cited_by_count":8,"area":"lr"},{"id":"2510.05034","title":"Video-LMM Post-Training: A Deep Dive into Video Reasoning with Large Multimodal Models","created":"2025-10-06","cited_by_count":8,"area":"lr"},{"id":"2510.20812","title":"Small Drafts, Big Verdict: Information-Intensive Visual Reasoning via Speculation","created":"2025-10-23","cited_by_count":8,"area":"lr"},{"id":"2512.17306","title":"Deep But Reliable: Advancing Multi-turn Reasoning for Thinking with Images","created":"2025-12-19","cited_by_count":8,"area":"lr"},{"id":"2512.14989","title":"Evaluating Large Language Models on Multimodal Chemistry Olympiad Exams","created":"2025-12-17","cited_by_count":6,"area":"lr"},{"id":"2512.12756","title":"FysicsWorld: A Unified Full-Modality Benchmark for Any-to-Any Understanding, Generation, and Reasoning","created":"2025-12-14","cited_by_count":5,"area":"lr"},{"id":"2512.16978","title":"A Benchmark for Omni-Modal Reasoning in Long Videos","created":"2025-12-18","cited_by_count":5,"area":"lr"},{"id":"2604.06777","title":"Walk the Talk: Bridging the Reasoning-Action Gap for Thinking with Images via Multimodal Agentic Policy Optimization","created":"2026-04-08","cited_by_count":5,"area":"lr"},{"id":"2606.08464","title":"TVI-CoT: Text-Visual Interleaved Chain-of-Thought Reasoning for Multimodal Understanding","created":"2026-06-07","cited_by_count":4,"area":"lr"},{"id":"2512.08016","title":"FRIEDA: Benchmarking Multi-Step Cartographic Reasoning in Vision-Language Models","created":"2025-12-08","cited_by_count":3,"area":"lr"},{"id":"2602.18600","title":"MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs","created":"2026-02-20","cited_by_count":3,"area":"lr"},{"id":"2603.10757","title":"CodePercept: Code-Grounded Visual STEM Perception for MLLMs","created":"2026-03-11","cited_by_count":3,"area":"lr"},{"id":"2604.03318","title":"EgoMind: Activating Spatial Cognition through Linguistic Reasoning in MLLMs","created":"2026-04-01","cited_by_count":3,"area":"lr"},{"id":"2606.18216","title":"Zone of Proximal Policy Optimization: Teacher in Prompts, Not Gradients","created":"2026-06-16","cited_by_count":3,"area":"lr"},{"id":"2604.28076","title":"TopBench: A Benchmark for Implicit Predictive Reasoning in Tabular Question Answering","created":"2026-04-30","cited_by_count":2,"area":"lr"},{"id":"2605.14465","title":"From Table to Cell: Attention for Better Reasoning with TABALIGN","created":"2026-05-14","cited_by_count":2,"area":"lr"},{"id":"2602.20197","title":"Controllable Exploration in Hybrid-Policy RLVR for Multi-Modal Reasoning","created":"2026-02-22","cited_by_count":1,"area":"lr"},{"id":"2602.21706","title":"SurGo-R1: Benchmarking and Modeling Contextual Reasoning for Operative Zone in Surgical Video","created":"2026-02-25","cited_by_count":1,"area":"lr"},{"id":"2603.09731","title":"EXPLORE-Bench: Egocentric Scene Prediction with Long-Horizon Reasoning","created":"2026-03-10","cited_by_count":1,"area":"lr"},{"id":"2603.10978","title":"GroundCount: Grounding Vision-Language Models with Object Detection for Mitigating Counting Hallucinations","created":"2026-03-11","cited_by_count":1,"area":"lr"},{"id":"2604.22226","title":"Towards Temporal Compositional Reasoning in Long-Form Sports Videos","created":"2026-04-24","cited_by_count":1,"area":"lr"},{"id":"2605.07477","title":"ReasonEdit: Towards Interpretable Image Editing Evaluation via Reinforcement Learning","created":"2026-05-08","cited_by_count":1,"area":"lr"},{"id":"2608.28701","title":"TopoAgent: A Structure-Aware Perception-to-Reasoning Framework for Diagram-to-Graph Topology Extraction with Large Vision-Language Models","created":"2026-08-27","cited_by_count":1,"area":"lr"},{"id":"2510.27033","title":"A Multi-Modal Neuro-Symbolic Approach for Spatial Reasoning-Based Visual Grounding in Robotics","created":"2025-10-30","cited_by_count":0,"area":"lr"},{"id":"2512.06276","title":"RefBench-PRO: Perceptual and Reasoning Oriented Benchmark for Referring Expression Comprehension","created":"2025-12-06","cited_by_count":0,"area":"lr"},{"id":"2601.10165","title":"Advancing Adaptive Multi-Stage Video Anomaly Reasoning: A Benchmark Dataset and Method","created":"2026-01-15","cited_by_count":0,"area":"lr"},{"id":"2604.11627","title":"POINTS-Long: Adaptive Dual-Mode Visual Reasoning in MLLMs","created":"2026-04-13","cited_by_count":0,"area":"lr"},{"id":"2605.09270","title":"Memorize Theorems, Not Instances: Probing SFT Generalization through Mathematical Reasoning","created":"2026-05-10","cited_by_count":0,"area":"lr"},{"id":"2605.31174","title":"Detect in Any Scene: An Agentic Framework for Object Detection with Experience-Aware Reasoning","created":"2026-05-29","cited_by_count":0,"area":"lr"},{"id":"2606.30217","title":"Before Thinking, Learn to Decide: Proactive Routing for Efficient Visual Reasoning","created":"2026-06-29","cited_by_count":0,"area":"lr"},{"id":"2609.05539","title":"Dual-Latent Memory Routing for Vision-Language Reasoning","created":"2026-09-02","cited_by_count":0,"area":"lr"},{"id":"2609.06704","title":"Counterfactual Tests for Measuring Chain-of-Thought Faithfulness in Visual Language Models","created":"2026-09-06","cited_by_count":0,"area":"lr"},{"id":"2609.07258","title":"MV-STRIDE: Enabling MLLMs to Master Multi-View Spatial Reasoning via Hierarchical Capability Modeling","created":"2026-09-07","cited_by_count":0,"area":"lr"},{"id":"2609.32660","title":"InterTab: Interleaved Visual-Structure Alignment for Multi-Modal Table Reasoning","created":"2026-09-26","cited_by_count":0,"area":"lr"},{"id":"2610.12961","title":"MVGraph: Benchmarking LVLMs on Evidence Composition across Multi-View Visual Graph","created":"2026-10-09","cited_by_count":0,"area":"lr"},{"id":"2610.18834","title":"Game2Real-Bench: Do Toy Games Reveal and Transfer to Real-World Visual Reasoning?","created":"2026-10-13","cited_by_count":0,"area":"lr"},{"id":"2610.18836","title":"Plan-Bench: Can Existing VLMs Go Well Beyond Perception to Reason and Plan in Embodied Worlds?","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}