conftrace_

spatial reasoning

223 papers

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vision-language model (2348) large language model (13587) multimodal learning (4645) visual question answering (1017) benchmark evaluation (1556) visual reasoning (493) multimodal large language model (966) scene understanding (825) vision language model (767) 3d vision (1098)

Papers

From Pixels to Policies: Reinforcing Spatial Reasoning in Language Models for Content-Aware Layout Design ACL 2026
One Cognitive Loop Is Enough: SODA unlocks Pure-Text Spatial Reasoning in Large Language Models ACL 2026
VLN-MME: Diagnosing MLLMs as Language-guided Visual Navigation Agents ACL 2026
CVP: Central-Peripheral Vision-Inspired Multimodal Model for Spatial Reasoning WACV 2026
Data-Driven Loss Functions for Inference-Time Optimization in Text-to-Image WACV 2026
RotBench: Evaluating Multi-modal Large Language Models on Identifying Image Rotation EACL 2026
Can MLLMs Find Their Way in a City? Exploring Emergent Navigation from Web-Scale Knowledge EACL 2026
Steering Visuomotor Policy in Open Worlds via Cross-View Goal Alignment AAAI 2026
Deformable Polygonal Flow Matching with Informed Priors and Hierarchical Graph Constraints AAAI 2026
Video Spatial Reasoning with Object-Centric 3D Rollout AAAI 2026
Paper Folding Puzzles: Can Multimodal Large Language Models Perform Spatial Reasoning? AAAI 2026
PanoNav: Mapless Zero-Shot Object Navigation with Panoramic Scene Parsing and Dynamic Memory AAAI 2026
NoReGeo: Non-Reasoning Geometry Benchmark AAAI 2026
Easy for Children, Hard for AI: The Limits of Multimodal LLMs in Early Childhood Learning AAAI 2026
DeepPhy: Benchmarking Agentic VLMs on Physical Reasoning AAAI 2026
iVISPAR — An Interactive Visual-Spatial Reasoning Benchmark for VLMs EMNLP 2025
Jigsaw-Puzzles: From Seeing to Understanding to Reasoning in Vision-Language Models EMNLP 2025
SITE: towards Spatial Intelligence Thorough Evaluation ICCV 2025
Vision-and-Language Navigation with Analogical Textual Descriptions in LLMs EMNLP 2025
ProcWorld: Benchmarking Large Model Planning in Reachability-Constrained Environments EMNLP 2025
Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025
SPHERE: Unveiling Spatial Blind Spots in Vision-Language Models Through Hierarchical Evaluation ACL 2025
CityEQA: A Hierarchical LLM Agent on Embodied Question Answering Benchmark in City Space EMNLP 2025
SPaRC: A Spatial Pathfinding Reasoning Challenge EMNLP 2025
MSR2: A Benchmark for Multi-Source Retrieval and Reasoning in Visual Question Answering NAACL 2025