{"total":17,"rows":[{"id":"2505.14231","title":"UniVG-R1: Reasoning Guided Universal Visual Grounding with Reinforcement Learning","created":"2025-05-20","cited_by_count":84,"area":"lr"},{"id":"2512.03043","title":"OneThinker: All-in-one Reasoning Model for Image and Video","created":"2025-12-02","cited_by_count":56,"area":"lr"},{"id":"2410.11623","title":"VidEgoThink: Assessing Egocentric Video Understanding Capabilities for Embodied AI","created":"2024-10-15","cited_by_count":34,"area":"lr"},{"id":"2503.13068","title":"Crab: A Unified Audio-Visual Scene Understanding Model with Explicit Cooperation","created":"2025-03-17","cited_by_count":18,"area":"lr"},{"id":"2506.05328","title":"AV-Reasoner: Improving and Benchmarking Clue-Grounded Audio-Visual Counting for MLLMs","created":"2025-06-05","cited_by_count":16,"area":"lr"},{"id":"2505.01583","title":"TEMPURA: Temporal Event Masked Prediction and Understanding for Reasoning in Action","created":"2025-05-02","cited_by_count":14,"area":"lr"},{"id":"2507.00748","title":"Improving the Reasoning of Multi-Image Grounding in MLLMs via Reinforcement Learning","created":"2025-07-01","cited_by_count":11,"area":"lr"},{"id":"2512.06373","title":"VG-Refiner: Towards Tool-Refined Referring Grounded Reasoning via Agentic Reinforcement Learning","created":"2025-12-06","cited_by_count":8,"area":"lr"},{"id":"2503.06934","title":"LLaFEA: Frame-Event Complementary Fusion for Fine-Grained Spatiotemporal Understanding in LMMs","created":"2025-03-10","cited_by_count":5,"area":"lr"},{"id":"2506.07778","title":"A Neurosymbolic Agent System for Compositional Visual Reasoning","created":"2025-06-09","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":"2603.00152","title":"Dr. Seg: Revisiting GRPO Training for Visual Large Language Models through Perception-Oriented Design","created":"2026-02-25","cited_by_count":3,"area":"lr"},{"id":"2603.12382","title":"SPARROW: Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded Video MLLMs","created":"2026-03-12","cited_by_count":2,"area":"lr"},{"id":"2508.14080","title":"KnowDR-REC: A Benchmark for Referring Expression Comprehension with Real-World Knowledge","created":"2025-08-12","cited_by_count":1,"area":"lr"},{"id":"2509.14142","title":"MARS2 2025 Challenge on Multimodal Reasoning: Datasets, Methods, Results, Discussion, and Outlook","created":"2025-09-17","cited_by_count":1,"area":"lr"},{"id":"2509.16054","title":"Language-Instructed Reasoning for Group Activity Detection via Multimodal Large Language Model","created":"2025-09-19","cited_by_count":0,"area":"lr"},{"id":"2609.08316","title":"From Glance to Scrutiny: Progressive Distortion Reasoning for Fine-Grained Image Quality Assessment","created":"2026-09-08","cited_by_count":0,"area":"lr"}],"next_cursor":null}