multimodal large language model

SPARROW: Learning Spatial Precision and Temporal Referential Consistency in Pixel-Grounded Video MLLMs CVPR 2026 SPARTA: Evaluating Reasoning Segmentation Robustness through Black-Box Adversarial Paraphrasing in Text Autoencoder Latent Space EACL 2026 SpatialScore: Towards Comprehensive Evaluation for Spatial Intelligence CVPR 2026 SpatialTree: How Spatial Intelligence Branches Out in MLLMs CVPR 2026 SpeakerLM: End-to-End Versatile Speaker Diarization and Recognition with Multimodal Large Language Models AAAI 2026 Stable and Efficient Single-Rollout RL for Multimodal Reasoning CVPR 2026 StaR-KVQA: Structured Reasoning Traces for Implicit-Knowledge Visual Question Answering CVPR 2026 STAR-R1: Multi-View Spatial TrAnsformation Reasoning by Reinforcing Multimodal LLMs CVPR 2026 Step-by-step Layered Design Generation AAAI 2026 ST-Think: How Multimodal Large Language Models Reason About 4D Worlds from Ego-Centric Videos WACV 2026 Suit the Remedy to the Retriever: Interpretable Query Optimization with Retriever Preference Alignment for Vision-Language Retrieval AAAI 2026 Superman: Unifying Skeleton and Vision for Human Motion Perception and Generation CVPR 2026 SurgCoT: Advancing Spatiotemporal Reasoning in Surgical Videos through a Chain-of-Thought Benchmark CVPR 2026 Symphony: A Cognitively-Inspired Multi-Agent System for Long-Video Understanding CVPR 2026 TabFlash: Efficient Table Understanding with Progressive Question Conditioning and Token Focusing AAAI 2026 TableMix: Enhancing Multimodal Table Reasoning in MLLMs from a Data-Centric Perspective CVPR 2026 Tackling Alignment Ambiguity in Person Retrieval through Conversational Attribute Mining CVPR 2026 Taming Object Hallucinations with Verified Atomic Confidence Estimation EACL 2026 Tell Model Where to Look: Mitigating Hallucinations in MLLMs by Vision-Guided Attention CVPR 2026 TempR1: Improving Temporal Understanding of MLLMs via Temporal-Aware Multi-Task Reinforcement Learning CVPR 2026 TextShield-R1: Reinforced Reasoning for Tampered Text Detection AAAI 2026 Textual Steering Vectors Can Improve Visual Understanding in Multimodal Large Language Models ACL 2026 Texvent: Asynchronous Event Data Simulation via Text Prompt CVPR 2026 The Coherence Trap: When MLLM-Crafted Narratives Exploit Manipulated Visual Contexts CVPR 2026 The Perceptual Observatory Characterizing Robustness and Grounding in MLLMs WACV 2026