{"total":51,"rows":[{"id":"2412.02193","title":"LayoutVLM: Differentiable Optimization of 3D Layout via Vision-Language Models","created":"2024-12-03","cited_by_count":96,"area":"lr"},{"id":"2506.01946","title":"3DRS: MLLMs Need 3D-Aware Representation Supervision for Scene Understanding","created":"2025-06-02","cited_by_count":70,"area":"lr"},{"id":"2502.13143","title":"SoFar: Language-Grounded Orientation Bridges Spatial Reasoning and Object Manipulation","created":"2025-02-18","cited_by_count":46,"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":"2504.05786","title":"How to Enable LLM with 3D Capacity? A Survey of Spatial Reasoning in LLM","created":"2025-04-08","cited_by_count":42,"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":"2512.10719","title":"SpaceDrive: Infusing Spatial Awareness into VLM-based Autonomous Driving","created":"2025-12-11","cited_by_count":28,"area":"lr"},{"id":"2511.15722","title":"Spatial Reasoning in Multimodal Large Language Models: A Survey of Tasks, Benchmarks and Methods","created":"2025-11-14","cited_by_count":23,"area":"lr"},{"id":"2510.19400","title":"Seeing Across Views: Benchmarking Spatial Reasoning of Vision-Language Models in Robotic Scenes","created":"2025-10-22","cited_by_count":20,"area":"lr"},{"id":"2511.10017","title":"AffordBot: 3D Fine-grained Embodied Reasoning via Multimodal Large Language Models","created":"2025-11-13","cited_by_count":15,"area":"lr"},{"id":"2506.17545","title":"Scene-R1: Video-Grounded Large Language Models for 3D Scene Reasoning without 3D Annotations","created":"2025-06-21","cited_by_count":14,"area":"lr"},{"id":"2410.20178","title":"LLMs Can Evolve Continually on Modality for X-Modal Reasoning","created":"2024-10-26","cited_by_count":12,"area":"lr"},{"id":"2512.07733","title":"SpatialDreamer: Incentivizing Spatial Reasoning via Active Mental Imagery","created":"2025-12-08","cited_by_count":11,"area":"lr"},{"id":"2601.14339","title":"CityCube: Benchmarking Cross-view Spatial Reasoning on Vision-Language Models in Urban Environments","created":"2026-01-20","cited_by_count":11,"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":"2601.05172","title":"CoV: Chain-of-View Prompting for Spatial Reasoning","created":"2026-01-08","cited_by_count":9,"area":"lr"},{"id":"2510.16714","title":"SceneCOT: Eliciting Grounded Chain-of-Thought Reasoning in 3D Scenes","created":"2025-10-19","cited_by_count":8,"area":"lr"},{"id":"2505.04911","title":"SpatialPrompting: Keyframe-driven Zero-Shot Spatial Reasoning with Off-the-Shelf Multimodal Large Language Models","created":"2025-05-08","cited_by_count":7,"area":"lr"},{"id":"2510.10976","title":"Video-STR: Reinforcing MLLMs in Video Spatio-Temporal Reasoning with Relation Graph","created":"2025-10-13","cited_by_count":6,"area":"lr"},{"id":"2505.16663","title":"CoNav: Collaborative Cross-Modal Reasoning for Embodied Navigation","created":"2025-05-22","cited_by_count":5,"area":"lr"},{"id":"2512.01223","title":"S$^2$-MLLM: Boosting Spatial Reasoning Capability of MLLMs for 3D Visual Grounding with Structural Guidance","created":"2025-12-01","cited_by_count":5,"area":"lr"},{"id":"2512.08135","title":"CVP: Central-Peripheral Vision-Inspired Multimodal Model for Spatial Reasoning","created":"2025-12-09","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":"2603.08592","title":"Boosting MLLM Spatial Reasoning with Geometrically Referenced 3D Scene Representations","created":"2026-03-09","cited_by_count":5,"area":"lr"},{"id":"2503.19794","title":"PAVE: Patching and Adapting Video Large Language Models","created":"2025-03-25","cited_by_count":4,"area":"lr"},{"id":"2509.24385","title":"Vid-LLM: A Compact Video-based 3D Multimodal LLM with Reconstruction-Reasoning Synergy","created":"2025-09-29","cited_by_count":4,"area":"lr"},{"id":"2601.19847","title":"Identifying and Transferring Reasoning-Critical Neurons: Improving LLM Inference Reliability via Activation Steering","created":"2026-01-27","cited_by_count":4,"area":"lr"},{"id":"2605.24456","title":"EgoProx: Evaluating MLLMs on Egocentric 3D Proximity Reasoning Across a Cognitive Hierarchy","created":"2026-05-23","cited_by_count":4,"area":"lr"},{"id":"2603.25411","title":"HiSpatial: Taming Hierarchical 3D Spatial Understanding in Vision-Language Models","created":"2026-03-26","cited_by_count":3,"area":"lr"},{"id":"2503.16013","title":"GraspCoT: Integrating Physical Property Reasoning for 6-DoF Grasping under Flexible Language Instructions","created":"2025-03-20","cited_by_count":2,"area":"lr"},{"id":"2601.16538","title":"OnlineSI: Taming Large Language Model for Online 3D Understanding and Grounding","created":"2026-01-23","cited_by_count":2,"area":"lr"},{"id":"2602.10551","title":"C^2ROPE: Causal Continuous Rotary Positional Encoding for 3D Large Multimodal-Models Reasoning","created":"2026-02-11","cited_by_count":2,"area":"lr"},{"id":"2603.18002","title":"Loc3R-VLM: Language-based Localization and 3D Reasoning with Vision-Language Models","created":"2026-03-18","cited_by_count":2,"area":"lr"},{"id":"2506.17462","title":"General-Purpose Robotic Navigation via LVLM-Orchestrated Perception, Reasoning, and Acting","created":"2025-06-20","cited_by_count":1,"area":"lr"},{"id":"2512.02487","title":"Masking Matters: Unlocking the Spatial Reasoning Capabilities of LLMs for 3D Scene-Language Understanding","created":"2025-12-02","cited_by_count":1,"area":"lr"},{"id":"2602.19063","title":"Direction-aware 3D Large Multimodal Models","created":"2026-02-22","cited_by_count":1,"area":"lr"},{"id":"2603.04976","title":"3D-RFT: Reinforcement Fine-Tuning for Video-based 3D Scene Understanding","created":"2026-03-05","cited_by_count":1,"area":"lr"},{"id":"2603.24721","title":"Scalable Object Relation Encoding for Better 3D Spatial Reasoning in Large Language Models","created":"2026-03-25","cited_by_count":1,"area":"lr"},{"id":"2605.30231","title":"Beyond 3D VQAs: Injecting 3D Spatial Priors into Vision-Language Models for Enhanced Geometric Reasoning","created":"2026-05-28","cited_by_count":1,"area":"lr"},{"id":"2508.15548","title":"DeepThink3D: Enhancing Large Language Models with Programmatic Reasoning in Complex 3D Situated Reasoning Tasks","created":"2025-08-21","cited_by_count":0,"area":"lr"},{"id":"2511.07813","title":"Sparse3DPR: Training-Free 3D Hierarchical Scene Parsing and Task-Adaptive Subgraph Reasoning from Sparse RGB Views","created":"2025-11-11","cited_by_count":0,"area":"lr"},{"id":"2602.15237","title":"Ground-Truth Depth in Vision Language Models: Spatial Context Understanding in Conversational AI for XR-Robotic Support in Emergency First Response","created":"2026-02-16","cited_by_count":0,"area":"lr"},{"id":"2603.17333","title":"Grid Spatial Understanding: A Dataset for Textual Spatial Reasoning over Grids, Embodied Settings, and Coordinate Structures","created":"2026-03-18","cited_by_count":0,"area":"lr"},{"id":"2604.02689","title":"Efficient3D: A Unified Framework for Adaptive and Debiased Token Reduction in 3D MLLMs","created":"2026-04-03","cited_by_count":0,"area":"lr"},{"id":"2604.21160","title":"Reinforcing 3D Understanding in Point-VLMs via Geometric Reward Credit Assignment","created":"2026-04-23","cited_by_count":0,"area":"lr"},{"id":"2605.09218","title":"Flame3D: Zero-shot Compositional Reasoning of 3D Scenes with Agentic Language Models","created":"2026-05-09","cited_by_count":0,"area":"lr"},{"id":"2605.26239","title":"Sentinel: Embodied Cooperative Spatial Reasoning and Planning","created":"2026-05-25","cited_by_count":0,"area":"lr"},{"id":"2606.19253","title":"OneCanvas: 3D Scene Understanding via Panoramic Reprojection","created":"2026-06-17","cited_by_count":0,"area":"lr"},{"id":"2607.06620","title":"SpaR3D-MoE: Adaptive 3D Spatial Reasoning from Sparse Views Meets Geometry-Inductive Mixture-of-Experts","created":"2026-07-07","cited_by_count":0,"area":"lr"},{"id":"2609.19911","title":"CitySTAR: Structured and Topology-Aware Reasoning for Open-Vocabulary Urban 3D Grounding","created":"2026-09-17","cited_by_count":0,"area":"lr"},{"id":"2610.17844","title":"What Makes a Good Visual Representation for Spatial Understanding in MLLMs?","created":"2026-10-13","cited_by_count":0,"area":"lr"}],"next_cursor":null}