large multimodal model

Learning from Reasoning Failures via Synthetic Data Generation AAAI 2026 LongVT: Incentivizing "Thinking with Long Videos" via Native Tool Calling CVPR 2026 M4U: Evaluating Multilingual Understanding and Reasoning for Large Multimodal Models WACV 2026 MangaVQA and MangaLMM: A Benchmark and Specialized Model for Multimodal Manga Understanding EACL 2026 MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ACL 2026 Mitigating Perception Bias: A Training-Free Approach to Enhance LMM for Image Quality Assessment AAAI 2026 MMSearch-R1: Incentivizing LMMs to Search ACL 2026 Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following CVPR 2026 Omni-I2C: A Holistic Benchmark for High-Fidelity Image-to-Code Generation ACL 2026 Question-guided Visual Compression with Memory Feedback for Long-Term Video Understanding CVPR 2026 Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning CVPR 2026 S^2-KD: Semantic-Spectral Knowledge Distillation Spatiotemporal Forecasting AAAI 2026 Scaling-up Perceptual Video Quality Assessment AAAI 2026 SCIEval: Evaluating and Benchmarking the Faithfulness of Scientific Image Generation and Interpretation with Large Multimodal Models CVPR 2026 Score2Instruct: Scaling Up Video Quality-Centric Instructions via Automated Dimension Scoring CVPR 2026 ScoreNet: Netting Lightweight Quality Scores for Better Visual Assessment with Large Multi-Modality Models WACV 2026 Seeing as Experts Do: A Knowledge-Augmented Agent for Open-Set Fine-Grained Visual Understanding CVPR 2026 Specificity-aware reinforcement learning for fine-grained open-world classification CVPR 2026 State-Space Hierarchical Compression with Gated Attention and Learnable Sampling for Hour-Long Video Understanding in Large Multimodal Models AAAI 2026 Thinking Beyond Labels: Vocabulary-Free Fine-Grained Recognition using Reasoning-Augmented LMMs CVPR 2026 Unified Personalized Understanding, Generating and Editing CVPR 2026 UNIKIE-BENCH: Benchmarking Large Multimodal Models for Key Information Extraction in Visual Documents ACL 2026 VC-Inspector: Advancing Reference-free Evaluation of Video Captions with Factual Analysis ACL 2026 ViCToR: Improving Visual Comprehension via Token Reconstruction for Pretraining LMMs AAAI 2026 VideoSeek: Long-Horizon Video Agent with Tool-Guided Seeking CVPR 2026