multimodal large language model

FAVE: A Structured Benchmark for Fine-Grained Audio-Visual Temporal Evaluation in Multimodal LLMs CVPR 2026 Filter, Correlate, Compress: Training-Free Token Reduction for MLLM Acceleration AAAI 2026 Fine-Grained Multi Image Object Hallucination Benchmark CVPR 2026 FINER: MLLMs Hallucinate under Fine-grained Negative Queries CVPR 2026 FinMMDocR: Benchmarking Financial Multimodal Reasoning with Scenario Awareness, Document Understanding, and Multi-Step Computation AAAI 2026 FLARE: A Failure-Aware Framework for Autonomous Correction and Recovery in Visual-Language Robotic Manipulation CVPR 2026 FlexiVideo: Variation-Aware Temporal Dynamics Modeling for Efficient Video Understanding CVPR 2026 FORCE: Transferable Visual Jailbreaking Attacks via Feature Over-Reliance CorrEction CVPR 2026 Format Matters: The Robustness of Multimodal LLMs in Reviewing Evidence from Tables and Charts AAAI 2026 From Detection to Understanding: Multi-Turn Reasoning for Video Misinformation Analysis ACL 2026 From Experts to Bases: Orthogonal Subspace Mixture for Continual Multimodal Instruction Tuning ACL 2026 From Exploration to Exploitation: A Two-Stage Entropy RLVR Approach for Noise-Tolerant MLLM Training CVPR 2026 From Indoor to Open World: Revealing the Spatial Reasoning Gap in MLLMs CVPR 2026 From Inheritance to Saturation: Disentangling the Evolution of Visual Redundancy for Architecture-Aware MLLM Inference Acceleration ACL 2026 From Intuition to Investigation: A Tool-Augmented Reasoning MLLM Framework for Generalizable Face Anti-Spoofing CVPR 2026 From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding ACL 2026 From Verbatim to Gist: Distilling Pyramidal Multimodal Memory via Semantic Information Bottleneck for Long-Horizon Video Agents ACL 2026 From Where Things Are to What They Are For: Benchmarking Spatial-Functional Intelligence in Multimodal LLMs CVPR 2026 FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation AAAI 2026 FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition CVPR 2026 GAMBIT: A Gamified Jailbreak Framework for Multimodal Large Language Models ACL 2026 GA-VLN: Geometry-Aware BEV Representation for Efficient Vision-Language Navigation CVPR 2026 GeM-VG: Towards Generalized Multi-image Visual Grounding with Multimodal Large Language Models AAAI 2026 Generate, Analyze, and Refine: Training-Free Sound Source Localization via MLLM Meta-Reasoning CVPR 2026 GENMAC: Compositional Text-to-Video Generation with Multi-Agent Collaboration AAAI 2026