{"total":41,"rows":[{"id":"2407.12366","title":"NavGPT-2: Unleashing Navigational Reasoning Capability for Large Vision-Language Models","created":"2024-07-17","cited_by_count":98,"area":"lr"},{"id":"2403.07376","title":"NavCoT: Boosting LLM-Based Vision-and-Language Navigation via Learning Disentangled Reasoning","created":"2024-03-12","cited_by_count":79,"area":"lr"},{"id":"2409.13682","title":"ReMEmbR: Building and Reasoning Over Long-Horizon Spatio-Temporal Memory for Robot Navigation","created":"2024-09-20","cited_by_count":67,"area":"lr"},{"id":"2502.07601","title":"Towards Zero-Shot Anomaly Detection and Reasoning with Multimodal Large Language Models","created":"2025-02-11","cited_by_count":54,"area":"lr"},{"id":"2411.05755","title":"End-to-End Navigation with Vision Language Models: Transforming Spatial Reasoning into Question-Answering","created":"2024-11-08","cited_by_count":37,"area":"lr"},{"id":"2506.09839","title":"OctoNav: Towards Generalist Embodied Navigation","created":"2025-06-11","cited_by_count":34,"area":"lr"},{"id":"2405.10620","title":"MC-GPT: Empowering Vision-and-Language Navigation with Memory Map and Reasoning Chains","created":"2024-05-17","cited_by_count":25,"area":"lr"},{"id":"2507.13019","title":"Rethinking the Embodied Gap in Vision-and-Language Navigation: A Holistic Study of Physical and Visual Disparities","created":"2025-07-17","cited_by_count":25,"area":"lr"},{"id":"2601.13029","title":"Think3D: Thinking with Space for Spatial Reasoning","created":"2026-01-19","cited_by_count":24,"area":"lr"},{"id":"2408.00754","title":"Coarse Correspondences Boost Spatial-Temporal Reasoning in Multimodal Language Model","created":"2024-08-01","cited_by_count":21,"area":"lr"},{"id":"2410.08500","title":"Exploring Spatial Representation to Enhance LLM Reasoning in Aerial Vision-Language Navigation","created":"2024-10-11","cited_by_count":20,"area":"lr"},{"id":"2503.19622","title":"Exploring Hallucination of Large Multimodal Models in Video Understanding: Benchmark, Analysis and Mitigation","created":"2025-03-25","cited_by_count":20,"area":"lr"},{"id":"2312.07062","title":"ThinkBot: Embodied Instruction Following with Thought Chain Reasoning","created":"2023-12-12","cited_by_count":19,"area":"lr"},{"id":"2411.16425","title":"TopV-Nav: Unlocking the Top-View Spatial Reasoning Potential of MLLM for Zero-shot Object Navigation","created":"2024-11-25","cited_by_count":15,"area":"lr"},{"id":"2309.10103","title":"Reasoning about the Unseen for Efficient Outdoor Object Navigation","created":"2023-09-18","cited_by_count":13,"area":"lr"},{"id":"2504.18684","title":"SORT3D: Spatial Object-centric Reasoning Toolbox for Zero-Shot 3D Grounding Using Large Language Models","created":"2025-04-25","cited_by_count":11,"area":"lr"},{"id":"2403.08833","title":"TINA: Think, Interaction, and Action Framework for Zero-Shot Vision Language Navigation","created":"2024-03-13","cited_by_count":7,"area":"lr"},{"id":"2409.12953","title":"JourneyBench: A Challenging One-Stop Vision-Language Understanding Benchmark of Generated Images","created":"2024-09-19","cited_by_count":5,"area":"lr"},{"id":"2511.17384","title":"IndustryNav: Exploring Spatial Reasoning of Embodied Agents in Dynamic Industrial Navigation","created":"2025-11-21","cited_by_count":5,"area":"lr"},{"id":"2512.02458","title":"Vision to Geometry: 3D Spatial Memory for Sequential Embodied MLLM Reasoning and Exploration","created":"2025-12-02","cited_by_count":5,"area":"lr"},{"id":"2602.04326","title":"From Assumptions to Actions: Turning LLM Reasoning into Uncertainty-Aware Planning for Embodied Agents","created":"2026-02-04","cited_by_count":5,"area":"lr"},{"id":"2506.01551","title":"EvolveNav: Empowering LLM-Based Vision-Language Navigation via Self-Improving Embodied Reasoning","created":"2025-06-02","cited_by_count":4,"area":"lr"},{"id":"2508.16654","title":"MSNav: Zero-Shot Vision-and-Language Navigation with Dynamic Memory and LLM Spatial Reasoning","created":"2025-08-20","cited_by_count":4,"area":"lr"},{"id":"2403.03203","title":"CLEVR-POC: Reasoning-Intensive Visual Question Answering in Partially Observable Environments","created":"2024-03-05","cited_by_count":3,"area":"lr"},{"id":"2602.12159","title":"3DGSNav: Enhancing Vision-Language Model Reasoning for Object Navigation via Active 3D Gaussian Splatting","created":"2026-02-12","cited_by_count":3,"area":"lr"},{"id":"2603.02972","title":"TagaVLM: Topology-Aware Global Action Reasoning for Vision-Language Navigation","created":"2026-03-03","cited_by_count":2,"area":"lr"},{"id":"2511.13892","title":"Jailbreaking Large Vision Language Models in Intelligent Transportation Systems","created":"2025-11-17","cited_by_count":1,"area":"lr"},{"id":"2512.15933","title":"City Navigation in the Wild: Exploring Emergent Navigation from Web-Scale Knowledge in MLLMs","created":"2025-12-17","cited_by_count":1,"area":"lr"},{"id":"2602.15864","title":"ReasonNavi: Human-Inspired Global Map Reasoning for Zero-Shot Embodied Navigation","created":"2026-01-26","cited_by_count":1,"area":"lr"},{"id":"2606.01565","title":"Hierarchical Semantic-Augmented Navigation: Optimal Transport and Graph-Driven Reasoning for Vision-Language Navigation","created":"2026-06-01","cited_by_count":1,"area":"lr"},{"id":"2608.08648","title":"Agentic Visual Reasoning in Whole-Slide Pathology Images via Active Perception","created":"2026-08-09","cited_by_count":1,"area":"lr"},{"id":"2505.07500","title":"Learning to Reason and Navigate: Parameter Efficient Action Planning with Large Language Models","created":"2025-05-12","cited_by_count":0,"area":"lr"},{"id":"2602.02408","title":"ReasonEdit: Editing Vision-Language Models using Human Reasoning","created":"2026-02-02","cited_by_count":0,"area":"lr"},{"id":"2603.07989","title":"AutoTraces: Autoregressive Trajectory Forecasting via Multimodal Large Language Models","created":"2026-03-09","cited_by_count":0,"area":"lr"},{"id":"2603.17980","title":"Feeling the Space: Egomotion-Aware Video Representation for Efficient and Accurate 3D Scene Understanding","created":"2026-03-18","cited_by_count":0,"area":"lr"},{"id":"2604.17807","title":"Re$^2$MoGen: Open-Vocabulary Motion Generation via LLM Reasoning and Physics-Aware Refinement","created":"2026-04-20","cited_by_count":0,"area":"lr"},{"id":"2605.05407","title":"PRISM: Perception Reasoning Interleaved for Sequential Decision Making","created":"2026-05-06","cited_by_count":0,"area":"lr"},{"id":"2605.16899","title":"LASAR: Towards Spatio-temporal Reasoning with Latent Cognitive Map","created":"2026-05-16","cited_by_count":0,"area":"lr"},{"id":"2605.31404","title":"The Sword, Shield, and Achilles' Heel: Characterizing the Linguistic Inductive Bias of Large Language Models for Spatial Reasoning in Navigation Planning","created":"2026-05-29","cited_by_count":0,"area":"lr"},{"id":"2609.12285","title":"AnchorVLN: Geometry-Anchored Vision-Language Grounding Reasoning for Open-Vocabulary Navigation","created":"2026-09-10","cited_by_count":0,"area":"lr"},{"id":"2610.04916","title":"PreAct-Nav: Agentic Reasoning Before Action for Urban Navigation","created":"2026-10-04","cited_by_count":0,"area":"lr"}],"next_cursor":null}