{"total":109,"rows":[{"id":"2412.05271","title":"Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling","created":"2024-12-06","cited_by_count":1599,"area":"lr"},{"id":"2305.13786","title":"Perception Test: A Diagnostic Benchmark for Multimodal Video Models","created":"2023-05-23","cited_by_count":314,"area":"lr"},{"id":"2309.15402","title":"Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future","created":"2023-09-27","cited_by_count":184,"area":"lr"},{"id":"2208.05358","title":"CLEVR-Math: A Dataset for Compositional Language, Visual and Mathematical Reasoning","created":"2022-08-10","cited_by_count":120,"area":"lr"},{"id":"2505.12434","title":"VideoRFT: Incentivizing Video Reasoning Capability in MLLMs via Reinforced Fine-Tuning","created":"2025-05-18","cited_by_count":93,"area":"lr"},{"id":"2212.00259","title":"Super-CLEVR: A Virtual Benchmark to Diagnose Domain Robustness in Visual Reasoning","created":"2022-12-01","cited_by_count":92,"area":"lr"},{"id":"2508.04416","title":"Thinking With Videos: Multimodal Tool-Augmented Reinforcement Learning for Long Video Reasoning","created":"2025-08-06","cited_by_count":91,"area":"lr"},{"id":"2410.23266","title":"TOMATO: Assessing Visual Temporal Reasoning Capabilities in Multimodal Foundation Models","created":"2024-10-30","cited_by_count":73,"area":"lr"},{"id":"2501.10074","title":"SpatialCoT: Advancing Spatial Reasoning through Coordinate Alignment and Chain-of-Thought for Embodied Task Planning","created":"2025-01-17","cited_by_count":62,"area":"lr"},{"id":"2307.07696","title":"Coupling Large Language Models with Logic Programming for Robust and General Reasoning from Text","created":"2023-07-15","cited_by_count":59,"area":"lr"},{"id":"2310.15166","title":"Large Language Models are Visual Reasoning Coordinators","created":"2023-10-23","cited_by_count":58,"area":"lr"},{"id":"2207.12647","title":"Cross-Modal Causal Relational Reasoning for Event-Level Visual Question Answering","created":"2022-07-26","cited_by_count":57,"area":"lr"},{"id":"2205.14895","title":"From Representation to Reasoning: Towards both Evidence and Commonsense Reasoning for Video Question-Answering","created":"2022-05-30","cited_by_count":51,"area":"lr"},{"id":"2301.05226","title":"See, Think, Confirm: Interactive Prompting Between Vision and Language Models for Knowledge-based Visual Reasoning","created":"2023-01-12","cited_by_count":51,"area":"lr"},{"id":"2505.12448","title":"SSR: Enhancing Depth Perception in Vision-Language Models via Rationale-Guided Spatial Reasoning","created":"2025-05-18","cited_by_count":46,"area":"lr"},{"id":"2206.05379","title":"A Benchmark for Compositional Visual Reasoning","created":"2022-06-11","cited_by_count":43,"area":"lr"},{"id":"2302.04752","title":"Benchmarks for Automated Commonsense Reasoning: A Survey","created":"2023-02-09","cited_by_count":40,"area":"lr"},{"id":"2202.04800","title":"The Abduction of Sherlock Holmes: A Dataset for Visual Abductive Reasoning","created":"2022-02-10","cited_by_count":38,"area":"lr"},{"id":"2502.08636","title":"Spatial457: A Diagnostic Benchmark for 6D Spatial Reasoning of Large Multimodal Models","created":"2025-02-12","cited_by_count":38,"area":"lr"},{"id":"2201.12382","title":"Deep Learning Methods for Abstract Visual Reasoning: A Survey on Raven's Progressive Matrices","created":"2022-01-28","cited_by_count":37,"area":"lr"},{"id":"2412.01694","title":"Enhancing Video-LLM Reasoning via Agent-of-Thoughts Distillation","created":"2024-12-02","cited_by_count":37,"area":"lr"},{"id":"2506.09943","title":"CausalVQA: A Physically Grounded Causal Reasoning Benchmark for Video Models","created":"2025-06-11","cited_by_count":35,"area":"lr"},{"id":"2205.13803","title":"Bongard-HOI: Benchmarking Few-Shot Visual Reasoning for Human-Object Interactions","created":"2022-05-27","cited_by_count":34,"area":"lr"},{"id":"2505.24718","title":"Reinforcing Video Reasoning with Focused Thinking","created":"2025-05-30","cited_by_count":31,"area":"lr"},{"id":"2411.08027","title":"LLMPhy: Parameter-Identifiable Physical Reasoning Combining Large Language Models and Physics Engines","created":"2024-11-12","cited_by_count":30,"area":"lr"},{"id":"2506.09987","title":"A Shortcut-aware Video-QA Benchmark for Physical Understanding via Minimal Video Pairs","created":"2025-06-11","cited_by_count":30,"area":"lr"},{"id":"2512.22315","title":"VideoZoomer: Reinforcement-Learned Temporal Focusing for Long Video Reasoning","created":"2025-12-26","cited_by_count":27,"area":"lr"},{"id":"2506.05349","title":"VideoMathQA: Benchmarking Mathematical Reasoning via Multimodal Understanding in Videos","created":"2025-06-05","cited_by_count":25,"area":"lr"},{"id":"2204.12037","title":"Causal Reasoning Meets Visual Representation Learning: A Prospective Study","created":"2022-04-26","cited_by_count":24,"area":"lr"},{"id":"2507.15028","title":"Towards Video Thinking Test: A Holistic Benchmark for Advanced Video Reasoning and Understanding","created":"2025-07-20","cited_by_count":24,"area":"lr"},{"id":"2409.17647","title":"MECD: Unlocking Multi-Event Causal Discovery in Video Reasoning","created":"2024-09-26","cited_by_count":23,"area":"lr"},{"id":"2503.11557","title":"VERIFY: A Benchmark of Visual Explanation and Reasoning for Investigating Multimodal Reasoning Fidelity","created":"2025-03-14","cited_by_count":23,"area":"lr"},{"id":"2412.00161","title":"STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training","created":"2024-11-29","cited_by_count":22,"area":"lr"},{"id":"2511.16668","title":"V-ReasonBench: Toward Unified Reasoning Benchmark Suite for Video Generation Models","created":"2025-11-20","cited_by_count":22,"area":"lr"},{"id":"2310.10207","title":"Bongard-OpenWorld: Few-Shot Reasoning for Free-form Visual Concepts in the Real World","created":"2023-10-16","cited_by_count":18,"area":"lr"},{"id":"2510.23569","title":"EgoThinker: Unveiling Egocentric Reasoning with Spatio-Temporal CoT","created":"2025-10-27","cited_by_count":16,"area":"lr"},{"id":"2511.13026","title":"REVISOR: Beyond Textual Reflection, Towards Multimodal Introspective Reasoning in Long-Form Video Understanding","created":"2025-11-17","cited_by_count":16,"area":"lr"},{"id":"2410.20883","title":"Improving Generalization in Visual Reasoning via Self-Ensemble","created":"2024-10-28","cited_by_count":15,"area":"lr"},{"id":"2608.27549","title":"Code as Worlds: Agentic Discovery of Executable World Representations for Physical Reasoning","created":"2026-08-27","cited_by_count":14,"area":"lr"},{"id":"2310.19559","title":"Disentangled Counterfactual Learning for Physical Audiovisual Commonsense Reasoning","created":"2023-10-30","cited_by_count":13,"area":"lr"},{"id":"2404.01299","title":"CausalChaos! Dataset for Comprehensive Causal Action Question Answering Over Longer Causal Chains Grounded in Dynamic Visual Scenes","created":"2024-04-01","cited_by_count":13,"area":"lr"},{"id":"2307.00928","title":"Learning Differentiable Logic Programs for Abstract Visual Reasoning","created":"2023-07-03","cited_by_count":12,"area":"lr"},{"id":"2512.14691","title":"MMGR: Multi-Modal Generative Reasoning Benchmark and Evaluation","created":"2025-12-16","cited_by_count":12,"area":"lr"},{"id":"2406.19131","title":"CELLO: Causal Evaluation of Large Vision-Language Models","created":"2024-06-27","cited_by_count":10,"area":"lr"},{"id":"2412.08619","title":"Physics Context Builders: A Modular Framework for Physical Reasoning in Vision-Language Models","created":"2024-12-11","cited_by_count":10,"area":"lr"},{"id":"2401.16024","title":"Probabilistic Abduction for Visual Abstract Reasoning via Learning Rules in Vector-symbolic Architectures","created":"2024-01-29","cited_by_count":9,"area":"lr"},{"id":"2406.19121","title":"Towards Learning Abductive Reasoning using VSA Distributed Representations","created":"2024-06-27","cited_by_count":9,"area":"lr"},{"id":"2412.05725","title":"Black Swan: Abductive and Defeasible Video Reasoning in Unpredictable Events","created":"2024-12-07","cited_by_count":9,"area":"lr"},{"id":"2511.23477","title":"Video-CoM: Interactive Video Reasoning via Chain of Manipulations","created":"2025-11-28","cited_by_count":9,"area":"lr"},{"id":"2206.09203","title":"Interactive Visual Reasoning under Uncertainty","created":"2022-06-18","cited_by_count":8,"area":"lr"},{"id":"2306.07743","title":"V-LoL: A Diagnostic Dataset for Visual Logical Learning","created":"2023-06-13","cited_by_count":8,"area":"lr"},{"id":"2312.07122","title":"Neural Reasoning About Agents' Goals, Preferences, and Actions","created":"2023-12-12","cited_by_count":8,"area":"lr"},{"id":"2602.13294","title":"VisPhyWorld: Probing Physical Reasoning via Code-Driven Video Reconstruction","created":"2026-02-09","cited_by_count":7,"area":"lr"},{"id":"2404.04007","title":"Neural-Symbolic VideoQA: Learning Compositional Spatio-Temporal Reasoning for Real-world Video Question Answering","created":"2024-04-05","cited_by_count":6,"area":"lr"},{"id":"2409.03206","title":"TC-LLaVA: Rethinking the Transfer from Image to Video Understanding with Temporal Considerations","created":"2024-09-05","cited_by_count":6,"area":"lr"},{"id":"2503.10691","title":"Reasoning is All You Need for Video Generalization: A Counterfactual Benchmark with Sub-question Evaluation","created":"2025-03-12","cited_by_count":6,"area":"lr"},{"id":"2505.18605","title":"Rethinking Causal Mask Attention for Vision-Language Inference","created":"2025-05-24","cited_by_count":6,"area":"lr"},{"id":"2505.24182","title":"Seeing is Not Reasoning: MVPBench for Graph-based Evaluation of Multi-path Visual Physical CoT","created":"2025-05-30","cited_by_count":6,"area":"lr"},{"id":"2310.13473","title":"Benchmarking Sequential Visual Input Reasoning and Prediction in Multimodal Large Language Models","created":"2023-10-20","cited_by_count":5,"area":"lr"},{"id":"2501.07227","title":"MECD+: Unlocking Event-Level Causal Graph Discovery for Video Reasoning","created":"2025-01-13","cited_by_count":5,"area":"lr"},{"id":"2506.10778","title":"SlotPi: Physics-informed Object-centric Reasoning Models","created":"2025-06-12","cited_by_count":5,"area":"lr"},{"id":"2512.23365","title":"SpatialMosaic: A Multiview VLM Dataset for Partial Visibility","created":"2025-12-29","cited_by_count":5,"area":"lr"},{"id":"2603.20194","title":"MME-CoF-Pro: Evaluating Reasoning Coherence in Video Generative Models with Text and Visual Hints","created":"2026-03-20","cited_by_count":5,"area":"lr"},{"id":"2407.19666","title":"Take A Step Back: Rethinking the Two Stages in Visual Reasoning","created":"2024-07-29","cited_by_count":4,"area":"lr"},{"id":"2512.00736","title":"REM: Evaluating LLM Embodied Spatial Reasoning through Multi-Frame Trajectories","created":"2025-11-30","cited_by_count":4,"area":"lr"},{"id":"2606.07433","title":"Watch, Remember, Reason: Human-View Video Understanding with MLLMs","created":"2026-06-05","cited_by_count":4,"area":"lr"},{"id":"2608.04575","title":"PhysMind: From Video to Executable Worlds for Training-Free Physical Reasoning","created":"2026-08-05","cited_by_count":4,"area":"lr"},{"id":"2608.20492","title":"Annotations as Rollouts: Efficient and Scalable Reinforcement Learning for Video MLLMs","created":"2026-08-20","cited_by_count":4,"area":"lr"},{"id":"2411.13754","title":"Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios","created":"2024-11-20","cited_by_count":3,"area":"lr"},{"id":"2512.21194","title":"VisRes Bench: On Evaluating the Visual Reasoning Capabilities of VLMs","created":"2025-12-24","cited_by_count":3,"area":"lr"},{"id":"2512.23292","title":"Agentic Physical AI toward a Domain-Specific Foundation Model for Energy Systems: A Case Study on Nuclear Reactor Control","created":"2025-12-29","cited_by_count":3,"area":"lr"},{"id":"2603.13800","title":"Beyond Medical Diagnostics: How Medical Multimodal Large Language Models Think in Space","created":"2026-03-14","cited_by_count":3,"area":"lr"},{"id":"2603.25021","title":"VideoTIR: Accurate Understanding for Long Videos with Efficient Tool-Integrated Reasoning","created":"2026-03-26","cited_by_count":3,"area":"lr"},{"id":"2606.05966","title":"Causal Scaffolding for Physical Reasoning: A Benchmark for Causally-Informed Physical World Understanding in VLMs","created":"2026-06-04","cited_by_count":3,"area":"lr"},{"id":"2303.01711","title":"NovPhy: A Testbed for Physical Reasoning in Open-world Environments","created":"2023-03-03","cited_by_count":2,"area":"lr"},{"id":"2310.03325","title":"Learning Concept-Based Causal Transition and Symbolic Reasoning for Visual Planning","created":"2023-10-05","cited_by_count":2,"area":"lr"},{"id":"2511.19923","title":"Distilling Counterfactual Reasoning from Language to Vision: Causal Graph Guided Post-Training for Video Understanding","created":"2025-11-25","cited_by_count":2,"area":"lr"},{"id":"2604.11399","title":"Lost in Adaptation: Layer-Selective Recovery of Temporal Reasoning in Video-Language Models","created":"2026-04-13","cited_by_count":2,"area":"lr"},{"id":"2605.01324","title":"Beyond Perceptual Shortcuts: Causal-Inspired Debiasing Optimization for Generalizable Video Reasoning in Lightweight MLLMs","created":"2026-05-02","cited_by_count":2,"area":"lr"},{"id":"2212.01639","title":"Visual Question Answering From Another Perspective: CLEVR Mental Rotation Tests","created":"2022-12-03","cited_by_count":1,"area":"lr"},{"id":"2304.14382","title":"Analogy-Forming Transformers for Few-Shot 3D Parsing","created":"2023-04-27","cited_by_count":1,"area":"lr"},{"id":"2307.08506","title":"Does Visual Pretraining Help End-to-End Reasoning?","created":"2023-07-17","cited_by_count":1,"area":"lr"},{"id":"2309.07974","title":"A Data Source for Reasoning Embodied Agents","created":"2023-09-14","cited_by_count":1,"area":"lr"},{"id":"2311.06386","title":"Towards A Unified Neural Architecture for Visual Recognition and Reasoning","created":"2023-11-10","cited_by_count":1,"area":"lr"},{"id":"2506.06928","title":"How Important are Videos for Training Video LLMs?","created":"2025-06-07","cited_by_count":1,"area":"lr"},{"id":"2510.03441","title":"Spatial-ViLT: Enhancing Visual Spatial Reasoning through Multi-Task Learning","created":"2025-10-03","cited_by_count":1,"area":"lr"},{"id":"2607.21013","title":"EmoAgent-R1: Towards Multimodal Emotion Understanding with Reinforcement Learning-based Dynamic Agent Specialization","created":"2026-07-23","cited_by_count":1,"area":"lr"},{"id":"2610.00559","title":"PhysVista: Benchmarking Physical Intelligence in VLMs via a Perception-Reasoning-Assessment Loop","created":"2026-09-30","cited_by_count":1,"area":"lr"},{"id":"2201.10266","title":"Combining Commonsense Reasoning and Knowledge Acquisition to Guide Deep Learning in Robotics","created":"2022-01-25","cited_by_count":0,"area":"lr"},{"id":"2305.01668","title":"Visual Reasoning: from State to Transformation","created":"2023-05-02","cited_by_count":0,"area":"lr"},{"id":"2410.08334","title":"Exploring Natural Language-Based Strategies for Efficient Number Learning in Children through Reinforcement Learning","created":"2024-10-10","cited_by_count":0,"area":"lr"},{"id":"2505.16048","title":"SPhyR: Spatial-Physical Reasoning Benchmark on Material Distribution","created":"2025-05-21","cited_by_count":0,"area":"lr"},{"id":"2506.10753","title":"Think before You Simulate: Symbolic Reasoning to Orchestrate Neural Computation for Counterfactual Question Answering","created":"2025-06-12","cited_by_count":0,"area":"lr"},{"id":"2511.18463","title":"Decoupling Perception from Reasoning for Hallucination-Resistant Video Understanding","created":"2025-11-23","cited_by_count":0,"area":"lr"},{"id":"2601.07298","title":"Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding","created":"2026-01-12","cited_by_count":0,"area":"lr"},{"id":"2601.07761","title":"Video Evidence to Reasoning Efficient Video Understanding via Explicit Evidence Grounding","created":"2026-01-12","cited_by_count":0,"area":"lr"},{"id":"2603.03944","title":"SCP: Spatial Causal Prediction in Video","created":"2026-03-04","cited_by_count":0,"area":"lr"},{"id":"2605.08412","title":"SYNCR: A Cross-Video Reasoning Benchmark with Synthetic Grounding","created":"2026-05-08","cited_by_count":0,"area":"lr"},{"id":"2605.22570","title":"VGenST-Bench: A Benchmark for Spatio-Temporal Reasoning via Active Video Synthesis","created":"2026-05-21","cited_by_count":0,"area":"lr"},{"id":"2605.23304","title":"General Hazard Detection","created":"2026-05-22","cited_by_count":0,"area":"lr"}],"next_cursor":"100"}