{"total":37,"rows":[{"id":"2508.07917","title":"MolmoAct: Action Reasoning Models that can Reason in Space","created":"2025-08-11","cited_by_count":197,"area":"lr"},{"id":"2507.16815","title":"ThinkAct: Vision-Language-Action Reasoning via Reinforced Visual Latent Planning","created":"2025-07-22","cited_by_count":156,"area":"lr"},{"id":"2504.19854","title":"NORA: A Small Open-Sourced Generalist Vision Language Action Model for Embodied Tasks","created":"2025-04-28","cited_by_count":127,"area":"lr"},{"id":"2505.21432","title":"Hume: Introducing System-2 Thinking in Visual-Language-Action Model","created":"2025-05-27","cited_by_count":56,"area":"lr"},{"id":"2505.08243","title":"Training Strategies for Efficient Embodied Reasoning","created":"2025-05-13","cited_by_count":55,"area":"lr"},{"id":"2605.02881","title":"MolmoAct2: Action Reasoning Models for Real-world Deployment","created":"2026-05-04","cited_by_count":50,"area":"lr"},{"id":"2509.18905","title":"How Far are VLMs from Visual Spatial Intelligence? A Benchmark-Driven Perspective","created":"2025-09-23","cited_by_count":43,"area":"lr"},{"id":"2508.13998","title":"Embodied-R1: Reinforced Embodied Reasoning for General Robotic Manipulation","created":"2025-08-19","cited_by_count":38,"area":"lr"},{"id":"2505.08548","title":"From Seeing to Doing: Bridging Reasoning and Decision for Robotic Manipulation","created":"2025-05-13","cited_by_count":35,"area":"lr"},{"id":"2510.25760","title":"Multimodal Spatial Reasoning in the Large Model Era: A Survey and Benchmarks","created":"2025-10-29","cited_by_count":33,"area":"lr"},{"id":"2601.11404","title":"ACoT-VLA: Action Chain-of-Thought for Vision-Language-Action Models","created":"2026-01-16","cited_by_count":33,"area":"lr"},{"id":"2508.21112","title":"EO-1: An Open Unified Embodied Foundation Model for General Robot Control","created":"2025-08-28","cited_by_count":31,"area":"lr"},{"id":"2510.17439","title":"From Spatial to Actions: Grounding Vision-Language-Action Model in Spatial Foundation Priors","created":"2025-10-20","cited_by_count":28,"area":"lr"},{"id":"2510.11027","title":"Vlaser: Vision-Language-Action Model with Synergistic Embodied Reasoning","created":"2025-10-13","cited_by_count":23,"area":"lr"},{"id":"2602.13193","title":"Steerable Vision-Language-Action Policies for Embodied Reasoning and Hierarchical Control","created":"2026-02-13","cited_by_count":20,"area":"lr"},{"id":"2511.15669","title":"DeepThinkVLA: Enhancing Reasoning Capability of Vision-Language-Action Models","created":"2025-10-31","cited_by_count":18,"area":"lr"},{"id":"2602.07845","title":"Recurrent-Depth VLA: Implicit Test-Time Compute Scaling of Vision-Language-Action Models via Latent Iterative Reasoning","created":"2026-02-08","cited_by_count":18,"area":"lr"},{"id":"2511.19859","title":"Unifying Perception and Action: A Hybrid-Modality Pipeline with Implicit Visual Chain-of-Thought for Robotic Action Generation","created":"2025-11-25","cited_by_count":14,"area":"lr"},{"id":"2511.22134","title":"DualVLA: Building a Generalizable Embodied Agent via Partial Decoupling of Reasoning and Action","created":"2025-11-27","cited_by_count":12,"area":"lr"},{"id":"2512.13660","title":"Towards Spatial Trace with Reasoning in Vision-Language Models for Robotics","created":"2025-12-15","cited_by_count":12,"area":"lr"},{"id":"2506.04220","title":"Struct2D: A Perception-Guided Framework for Spatial Reasoning in MLLMs","created":"2025-06-04","cited_by_count":10,"area":"lr"},{"id":"2509.25794","title":"Point-It-Out: Benchmarking Embodied Reasoning for Vision Language Models in Multi-Stage Visual Grounding","created":"2025-09-30","cited_by_count":10,"area":"lr"},{"id":"2605.19282","title":"Rethinking Muon Beyond Pretraining: Spectral Failures and High-Pass Remedies for VLA and RLVR","created":"2026-05-19","cited_by_count":8,"area":"lr"},{"id":"2512.24125","title":"Unified Embodied VLM Reasoning with Robotic Action via Autoregressive Discretized Pre-training","created":"2025-12-30","cited_by_count":7,"area":"lr"},{"id":"2603.14523","title":"VLA-Thinker: Boosting Vision-Language-Action Models through Thinking-with-Image Reasoning","created":"2026-03-15","cited_by_count":6,"area":"lr"},{"id":"2605.05126","title":"ConsisVLA-4D: Advancing Spatiotemporal Consistency in Efficient 3D-Perception and 4D-Reasoning for Robotic Manipulation","created":"2026-05-06","cited_by_count":6,"area":"lr"},{"id":"2606.20905","title":"Vesta: A Generalist Embodied Reasoning Model","created":"2026-06-18","cited_by_count":5,"area":"lr"},{"id":"2603.16777","title":"Anticipatory Planning for Multimodal AI Agents","created":"2026-03-17","cited_by_count":4,"area":"lr"},{"id":"2605.24203","title":"Afford-VLA: Action-Aligned Visual Planning via Internalized Affordance","created":"2026-05-22","cited_by_count":4,"area":"lr"},{"id":"2602.08167","title":"Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning","created":"2026-02-09","cited_by_count":3,"area":"lr"},{"id":"2603.21341","title":"RoboAlign: Learning Test-Time Reasoning for Language-Action Alignment in Vision-Language-Action Models","created":"2026-03-22","cited_by_count":3,"area":"lr"},{"id":"2510.21744","title":"FORGE-Tree: Diffusion-Forcing Tree Search for Long-Horizon Robot Manipulation","created":"2025-10-07","cited_by_count":2,"area":"lr"},{"id":"2604.17800","title":"ReFineVLA: Multimodal Reasoning-Aware Generalist Robotic Policies via Teacher-Guided Fine-Tuning","created":"2026-04-20","cited_by_count":1,"area":"lr"},{"id":"2606.15099","title":"Think Less, Act Early: Reinforced Latent Reasoning with Early Exit in Vision-Language-Action Models","created":"2026-06-13","cited_by_count":1,"area":"lr"},{"id":"2608.24959","title":"GaussVLA: Geometry-Aware Spatial Reasoning for Vision-Language-Action Model","created":"2026-08-25","cited_by_count":1,"area":"lr"},{"id":"2603.12730","title":"AnchorVLA4D: an Anchor-Based Spatial-Temporal Vision-Language-Action Model for Robotic Manipulation","created":"2026-03-13","cited_by_count":0,"area":"lr"},{"id":"2608.26053","title":"$R^3$: Training Robots to Reason in Natural Language via Reinforcement Learning","created":"2026-08-26","cited_by_count":0,"area":"lr"}],"next_cursor":null}