Multimodal Learning

10 Open Challenges Steering the Future of Vision-Language-Action Models AAAI 2026 3DAlign-DAER: Dynamic Attention Policy and Efficient Retrieval Strategy for Fine-grained 3D-Text Alignment at Scale AAAI 2026 3K2T at MWE-2026 AdMIRe 2: CARIM– Category-Aware Reasoning for Idiomatic Multimodality EACL 2026 4DWorldBench: A Comprehensive Evaluation Framework for 3D/4D World Generation Models CVPR 2026 A3: Towards Advertising Aesthetic Assessment CVPR 2026 ABARUAH at SemEval-2026 Task 1: Leveraging High-Resolution VLMs and Reasoning LLMs for Multimodal Humor Generation SemEval 2026 A Benchmark for Audio Reasoning Capabilities of Multimodal Large Language Models EACL 2026 A Browser-based Open Source Assistant for Multimodal Content Verification EACL 2026 Accelerating Controllable Generation via Hybrid-grained Cache AAAI 2026 Accelerating Streaming Video Large Language Models via Hierarchical Token Compression CVPR 2026 AccKV: Towards Efficient Audio-Video LLMs Inference via Adaptive-Focusing and Cross-Calibration KV Cache Optimization AAAI 2026 A Compliance-Preserving Retrieval System for Aircraft MRO Task Search EACL 2026 A Computational Approach to Visual Metonymy EACL 2026 A Content-Preserving Secure Linguistic Steganography AAAI 2026 Action Anticipation at a Glimpse: To What Extent Can Multimodal Cues Replace Video? WACV 2026 Activating Visual Context and Commonsense Reasoning Through Masked Prediction in VLMs AAAI 2026 Activation Manipulation Attack: Penetrating and Harmful Jailbreak Attack Against Large Vision-Language Models AAAI 2026 Active Multi-source Domain Adaptation for Multimodal Fake News Detection AAAI 2026 Active Perceptual Inference: A Corticothalamic-Inspired Dynamic Nested Recurrent Network for Multimodal Sentiment Analysis with Incomplete Data CVPR 2026 Adapting Vision-Language Models for E-commerce Understanding at Scale EACL 2026 Adaptive Auxiliary Prompt Blending for Target-Faithful Diffusion Generation CVPR 2026 Adaptive Evidential Learning for Temporal-Semantic Robustness in Moment Retrieval AAAI 2026 Adaptive Hallucination Alleviation in Multimodal Large Language Models: From Strategic Data Selection to Severity-Guided Training AAAI 2026 A Data-Centric Analysis of the Impact of Training Data Quality vs. Quantity on P300 Brain-Computer Interface Performance (Student Abstract) AAAI 2026 AD-FM: Multimodal LLMs for Anomaly Detection via Multi-Stage Reasoning and Fine-Grained Reward Optimization AAAI 2026