modality imbalance

Capturing Dynamic User Interests Under Modality Imbalance for Multimodal Sequential Recommendation AAAI 2026 MOON2.0: Dynamic Modality-balanced Multimodal Representation Learning for E-commerce Product Understanding CVPR 2026 Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration CVPR 2026 Reconcile Gradient Modulation for Harmony Multimodal Learning AAAI 2026 SpeakerSleuth: Can Large Audio-Language Models Judge Speaker Consistency across Multi-turn Dialogues? ACL 2026 Towards Balanced Multi-Modal Learning in 3D Human Pose Estimation CVPR 2026 Unleashing the Intrinsic Visual Representation Capability of Multimodal Large Language Models CVPR 2026 Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition CVPR 2025 Asymmetric Reinforcing Against Multi-Modal Representation Bias AAAI 2025 Balance-Aware Sequence Sampling Makes Multi-Modal Learning Better IJCAI 2025 G2D: Boosting Multimodal Learning with Gradient-Guided Distillation ICCV 2025 Generalizing from SIMPLE to HARD Visual Reasoning: Can We Mitigate Modality Imbalance in VLMs? ICML 2025 Improving Multimodal Learning Balance and Sufficiency through Data Remixing ICML 2025 Interactive Multimodal Learning via Flat Gradient Modification IJCAI 2025 LLaVA Steering: Visual Instruction Tuning with 500x Fewer Parameters through Modality Linear Representation-Steering ACL 2025 Multispectral Object Detection Enhanced by Cross-Modal Information Complementary and Cosine Similarity Channel Resampling Modules WACV 2025 Two Challenges, One Solution: Robust Multimodal Learning through Dynamic Modality Recognition and Enhancement EMNLP 2025 Facilitating Multimodal Classification via Dynamically Learning Modality Gap NeurIPS 2024 PMR: Prototypical Modal Rebalance for Multimodal Learning CVPR 2023 Characterizing and Overcoming the Greedy Nature of Learning in Multi-modal Deep Neural Networks ICML 2022