Multimodal Learning

FreqEdit: Preserving High-Frequency Features for Robust Multi-Turn Image Editing CVPR 2026 Frequency-Aware Vision-Language Multimodality Generalization Network for Remote Sensing Image Classification AAAI 2026 From Bits to Tokens: Knowledge-Driven Generative Communication of Multimodal Data NSDI 2026 From Cognitive Priors to Instance Semantics: A Unified Framework for Multi-task Affective Computing WACV 2026 From Dataset to Real-world: General 3D Object Detection via Generalized Cross-domain Few-shot Learning AAAI 2026 From Dialogue to Destination: Geography-Aware Large Language Models with Multimodal Fusion for Conversational Recommendation AAAI 2026 From Form to Logic: Masked Reconstruction and Reasoning Distillation for Short Video Fake News Detection ACL 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 Intent to Execution: Multimodal Chain-of-Thought Reinforcement Learning for Precise CAD Code Generation AAAI 2026 From Paper to Structured JSON: An Agentic AI Workflow for Compliant BMR Digital Transformation EACL 2026 From Pixels to Logic: A Perception-Reasoning Decomposition Framework for Open-World Referring Expression Comprehension AAAI 2026 From Prompt to Production: Automating Brand-Safe Marketing Imagery with Text-to-Image Models WACV 2026 From Recognition to Reasoning: Benchmarking and Enhancing MLLMs on Real-World Receipt Document Understanding ACL 2026 From Representation to Reasoning: Toward General-Purpose Visual Intelligence AAAI 2026 From Scene to Object: Enhancing Open-Vocabulary Object Detection via Foreground-Background Context Reasoning AAAI 2026 From Street to Orbit: Training-Free Cross-View Retrieval via Location Semantics and LLM Guidance WACV 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 FujiView: Multimodal Late-Fusion for Predicting Scenic Visibility WACV 2026 FUSAR-GPT: A Spatiotemporal Feature-Embedded and Two-Stage Decoupled Visual Language Model for SAR Imagery CVPR 2026 Fused Similarity Measure Based Alignment with Dual-Scale Adaptive Selection for Weakly Supervised Video Anomaly Detection WACV 2026 FUSE: Fine-Grained and Semantic-Aware Learning for Unified Image Understanding and Generation AAAI 2026 FuseMine: Robust Multi-Modal Compound-Protein Interaction Prediction via Differential Attention Feature Mining AAAI 2026 FusionAgent: A Multimodal Agent with Dynamic Model Selection for Human Recognition CVPR 2026