{"total":47,"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":"2409.02389","title":"Multi-modal Situated Reasoning in 3D Scenes","created":"2024-09-04","cited_by_count":51,"area":"lr"},{"id":"2407.01525","title":"ScanReason: Empowering 3D Visual Grounding with Reasoning Capabilities","created":"2024-07-01","cited_by_count":47,"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":"2512.16561","title":"N3D-VLM: Native 3D Grounding Enables Accurate Spatial Reasoning in Vision-Language Models","created":"2025-12-18","cited_by_count":29,"area":"lr"},{"id":"2405.17427","title":"Reason3D: Searching and Reasoning 3D Segmentation via Large Language Model","created":"2024-05-27","cited_by_count":28,"area":"lr"},{"id":"2510.13800","title":"Reasoning in Space via Grounding in the World","created":"2025-10-15","cited_by_count":19,"area":"lr"},{"id":"2503.18135","title":"MLLM-For3D: Adapting Multimodal Large Language Model for 3D Reasoning Segmentation","created":"2025-03-23","cited_by_count":16,"area":"lr"},{"id":"2507.00886","title":"GaussianVLM: Scene-centric 3D Vision-Language Models using Language-aligned Gaussian Splats for Embodied Reasoning and Beyond","created":"2025-07-01","cited_by_count":12,"area":"lr"},{"id":"2507.07781","title":"SURPRISE3D: A Dataset for Spatial Understanding and Reasoning in Complex 3D Scenes","created":"2025-07-10","cited_by_count":11,"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":"2601.11442","title":"Map2Thought: Explicit 3D Spatial Reasoning via Metric Cognitive Maps","created":"2026-01-16","cited_by_count":8,"area":"lr"},{"id":"2603.19235","title":"Generation Models Know Space: Unleashing Implicit 3D Priors for Scene Understanding","created":"2026-03-19","cited_by_count":7,"area":"lr"},{"id":"2508.07251","title":"Understanding Dynamic Scenes in Ego Centric 4D Point Clouds","created":"2025-08-10","cited_by_count":6,"area":"lr"},{"id":"2511.20644","title":"Vision-Language Memory for Spatial Reasoning","created":"2025-11-25","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":"2603.08592","title":"Boosting MLLM Spatial Reasoning with Geometrically Referenced 3D Scene Representations","created":"2026-03-09","cited_by_count":5,"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":"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":"2507.04630","title":"Learn 3D VQA Better with Active Selection and Reannotation","created":"2025-07-07","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":"2603.16506","title":"VIEW2SPACE: Studying Multi-View Visual Reasoning from Sparse Observations","created":"2026-03-17","cited_by_count":3,"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":"2602.07082","title":"MosaicThinker: On-Device Visual Spatial Reasoning for Embodied AI via Iterative Construction of Space Representation","created":"2026-02-06","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":"2606.01215","title":"Distilling Neuro-Symbolic Programs into 3D Multi-modal LLMs","created":"2026-05-31","cited_by_count":2,"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":"2607.01784","title":"SpaceEra++: A Unified Framework Towards 3D Spatial Reasoning in Video","created":"2026-07-02","cited_by_count":1,"area":"lr"},{"id":"2507.01800","title":"HCNQA: Enhancing 3D VQA with Hierarchical Concentration Narrowing Supervision","created":"2025-07-02","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":"2604.02689","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":"2606.03100","title":"Zero-Shot 3D Question Answering via Hierarchical View-to-Token Transportation","created":"2026-06-02","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":"2608.01185","title":"3DZip: Spatial-Aware Feature Diversity-Guided Token Compression for 3D Question Answering","created":"2026-08-02","cited_by_count":0,"area":"lr"},{"id":"2608.07987","title":"Advantage-Guided Gate: Reshaping Open-Ended Reasoning for Vision-Based Spatial Intelligence","created":"2026-08-08","cited_by_count":0,"area":"lr"},{"id":"2608.18734","title":"CL4D: Contrastive Language-4D Pretraining for Vision-Language Reasoning in Dynamic Scenes","created":"2026-08-19","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":"2609.31751","title":"EgoTSR++: Egocentric Spatiotemporal Reasoning for Task Progress Understanding","created":"2026-09-23","cited_by_count":0,"area":"lr"},{"id":"2609.38716","title":"SpatialCORE: Confidence-Aware Grounded Spatial Reasoning in Large Vision--Language Models","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2609.38717","title":"Soft Spatial Reasoning","created":"2026-09-30","cited_by_count":0,"area":"lr"},{"id":"2610.05417","title":"Render to Reason: Novel-View Semantic Prediction Improves Spatial Understanding in VLMs","created":"2026-10-04","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}