Multimodal Learning

Thesis Proposal: An Explainable Multimodal Framework for Detecting Harmful Content in Code-Switched Children’s Media ACL 2026 Thesis Proposal: Multimodal Benchmark for Music Understanding in Large Language Models EACL 2026 Think Before You Segment: An Object-aware Reasoning Agent for Referring Audio-Visual Segmentation AAAI 2026 Thinking Aesthetics Assessment of Image Color Temperature: Models, Datasets and Benchmarks AAAI 2026 Thinking Diffusion: Penalize and Guide Visual-Grounded Reasoning in Diffusion Multimodal Language Models CVPR 2026 Thinking in Dynamics: How Multimodal Large Language Models Perceive, Track, and Reason Dynamics in Physical 4D World CVPR 2026 Thinking in Uncertainty: Mitigating Hallucinations in MLRMs with Latent Entropy-Aware Decoding CVPR 2026 Thinking with Frames: Generative Video Distortion Evaluation via Frame Reward Model CVPR 2026 Thinking with Video: Video Generation as a Promising Multimodal Reasoning Paradigm CVPR 2026 Think in Latent Thoughts: A New Paradigm for Gloss-Free Sign Language Translation ACL 2026 Think, Speak, Decide: Language-Augmented Multi-Agent Reinforcement Learning for Economic Decision-Making AAAI 2026 Think with 3D: Geometric Imagination Grounded Spatial Reasoning from Limited Views CVPR 2026 Through the Magnifying Glass: Adaptive Perception Magnification for Hallucination-Free VLM Decoding ACL 2026 TIACam: Text-Anchored Invariant Feature Learning with Auto-Augmentation for Camera-Robust Zero-Watermarking CVPR 2026 TiCAL:Typicality-Based Consistency-Aware Learning for Multimodal Emotion Recognition AAAI 2026 TIGER: A Unified Framework for Time, Images and Geo-location Retrieval CVPR 2026 Time2Agri: Temporal Pretext Tasks for Agricultural Monitoring AAAI 2026 TimeLens: Rethinking Video Temporal Grounding with Multimodal LLMs CVPR 2026 TimeRefine: Temporal Grounding with Time Refining Video LLM WACV 2026 TIME: Temporal-Sensitive Multi-Dimensional Instruction Tuning and Robust Benchmarking for Video-LLMs AAAI 2026 TimeViper: A Hybrid Mamba-Transformer Vision-Language Model for Efficient Long Video Understanding CVPR 2026 TIM++: Transductive Information Maximization for Few-Shot CLIP AAAI 2026 TinyChemVL: Advancing Chemical Vision-Language Models via Efficient Visual Token Reduction and Complex Reaction Tasks AAAI 2026 TMDC: A Two-Stage Modality Denoising and Complementation Framework for Multimodal Sentiment Analysis with Missing and Noisy Modalities AAAI 2026 To Align or Not to Align: Strategic Multimodal Representation Alignment for Optimal Performance AAAI 2026