{"total":82,"rows":[{"id":"2311.10707","title":"Multimodal Representation Learning by Alternating Unimodal Adaptation","created":"2023-11-17","cited_by_count":75,"area":null},{"id":"2405.09321","title":"ReconBoost: Boosting Can Achieve Modality Reconcilement","created":"2024-05-15","cited_by_count":60,"area":null},{"id":"2403.12494","title":"Task-Customized Mixture of Adapters for General Image Fusion","created":"2024-03-19","cited_by_count":59,"area":"moe"},{"id":"2404.18947","title":"Multimodal Fusion on Low-quality Data: A Comprehensive Survey","created":"2024-04-27","cited_by_count":49,"area":null},{"id":"2402.16897","title":"Reliable Conflictive Multi-View Learning","created":"2024-02-24","cited_by_count":45,"area":null},{"id":"2311.15243","title":"ID-like Prompt Learning for Few-Shot Out-of-Distribution Detection","created":"2023-11-26","cited_by_count":42,"area":null},{"id":"2411.01409","title":"Classifier-guided Gradient Modulation for Enhanced Multimodal Learning","created":"2024-11-03","cited_by_count":35,"area":null},{"id":"2410.10894","title":"COME: Test-time adaption by Conservatively Minimizing Entropy","created":"2024-10-12","cited_by_count":31,"area":null},{"id":"2503.04207","title":"Bridging the Vision-Brain Gap with an Uncertainty-Aware Blur Prior","created":"2025-03-06","cited_by_count":29,"area":null},{"id":"2503.11892","title":"DecAlign: Hierarchical Cross-Modal Alignment for Decoupled Multimodal Representation Learning","created":"2025-03-14","cited_by_count":24,"area":null},{"id":"2402.05322","title":"Learning on Multimodal Graphs: A Survey","created":"2024-02-07","cited_by_count":22,"area":null},{"id":"2402.05457","title":"It's Never Too Late: Fusing Acoustic Information into Large Language Models for Automatic Speech Recognition","created":"2024-02-08","cited_by_count":22,"area":null},{"id":"2408.01366","title":"Play to the Score: Stage-Guided Dynamic Multi-Sensory Fusion for Robotic Manipulation","created":"2024-08-02","cited_by_count":20,"area":null},{"id":"2401.02826","title":"CRSOT: Cross-Resolution Object Tracking using Unaligned Frame and Event Cameras","created":"2024-01-05","cited_by_count":17,"area":null},{"id":"2406.04802","title":"Predictive Dynamic Fusion","created":"2024-06-07","cited_by_count":17,"area":null},{"id":"2402.19298","title":"Suppress and Rebalance: Towards Generalized Multi-Modal Face Anti-Spoofing","created":"2024-02-29","cited_by_count":16,"area":null},{"id":"2503.06456","title":"DynCIM: Dynamic Curriculum for Imbalanced Multimodal Learning","created":"2025-03-09","cited_by_count":16,"area":null},{"id":"2402.05355","title":"A Survey on Safe Multi-Modal Learning System","created":"2024-02-08","cited_by_count":15,"area":null},{"id":"2405.07780","title":"DirMixE: Harnessing Test Agnostic Long-tail Recognition with Hierarchical Label Variations","created":"2024-05-13","cited_by_count":15,"area":"moe"},{"id":"2508.09085","title":"Dynamic Uncertainty-aware Multimodal Fusion for Outdoor Health Monitoring","created":"2025-08-12","cited_by_count":10,"area":null},{"id":"2506.09368","title":"Anomaly Detection and Generation with Diffusion Models: A Survey","created":"2025-06-11","cited_by_count":8,"area":"diffusion"},{"id":"2603.19681","title":"Unbiased Dynamic Multimodal Fusion","created":"2026-03-20","cited_by_count":8,"area":null},{"id":"2411.02840","title":"Test-Time Dynamic Image Fusion","created":"2024-11-05","cited_by_count":6,"area":null},{"id":"2505.20853","title":"Cooperation of Experts: Fusing Heterogeneous Information with Large Margin","created":"2025-05-27","cited_by_count":6,"area":null},{"id":"2510.13620","title":"Fusion Meets Diverse Conditions: A High-diversity Benchmark and Baseline for UAV-based Multimodal Object Detection with Condition Cues","created":"2025-10-15","cited_by_count":6,"area":null},{"id":"2312.16478","title":"Noisy Correspondence Learning with Self-Reinforcing Errors Mitigation","created":"2023-12-27","cited_by_count":5,"area":null},{"id":"2403.03281","title":"Credibility-Aware Multi-Modal Fusion Using Probabilistic Circuits","created":"2024-03-05","cited_by_count":5,"area":null},{"id":"2405.18167","title":"Confidence-aware multi-modality learning for eye disease screening","created":"2024-05-28","cited_by_count":5,"area":null},{"id":"2407.14058","title":"Towards the Causal Complete Cause of Multi-Modal Representation Learning","created":"2024-07-19","cited_by_count":5,"area":null},{"id":"2506.21514","title":"G$^{2}$D: Boosting Multimodal Learning with Gradient-Guided Distillation","created":"2025-06-26","cited_by_count":5,"area":null},{"id":"2602.19605","title":"CLCR: Cross-Level Semantic Collaborative Representation for Multimodal Learning","created":"2026-02-23","cited_by_count":5,"area":null},{"id":"2405.14259","title":"Let's Fuse Step by Step: A Generative Fusion Decoding Algorithm with LLMs for Robust and Instruction-Aware ASR and OCR","created":"2024-05-23","cited_by_count":4,"area":null},{"id":"2601.22853","title":"Inference-Time Dynamic Modality Selection for Incomplete Multimodal Classification","created":"2026-01-30","cited_by_count":4,"area":null},{"id":"2503.04151","title":"Robust Multi-View Learning via Representation Fusion of Sample-Level Attention and Alignment of Simulated Perturbation","created":"2025-03-06","cited_by_count":3,"area":null},{"id":"2510.20877","title":"Multimodal Negative Learning","created":"2025-10-23","cited_by_count":3,"area":null},{"id":"2605.06289","title":"Multimodal Deep Generative Model for Semi-Supervised Learning under Class Imbalance","created":"2026-05-07","cited_by_count":3,"area":null},{"id":"2410.24028","title":"AdaFlow: Opportunistic Inference on Asynchronous Mobile Data with Generalized Affinity Control","created":"2024-10-31","cited_by_count":2,"area":null},{"id":"2501.17823","title":"Robust Multimodal Learning via Cross-Modal Proxy Tokens","created":"2025-01-29","cited_by_count":2,"area":null},{"id":"2508.04999","title":"Disentangling Bias by Modeling Intra- and Inter-modal Causal Attention for Multimodal Sentiment Analysis","created":"2025-08-07","cited_by_count":2,"area":null},{"id":"2508.11159","title":"Mitigating Modality Quantity and Quality Imbalance in Multimodal Online Federated Learning","created":"2025-08-15","cited_by_count":2,"area":null},{"id":"2601.11393","title":"Heterogeneous Uncertainty-Guided Composed Image Retrieval with Fine-Grained Probabilistic Learning","created":"2026-01-16","cited_by_count":2,"area":null},{"id":"2602.13015","title":"Multimodal Classification via Total Correlation Maximization","created":"2026-02-13","cited_by_count":2,"area":null},{"id":"2603.26629","title":"Context-specific Credibility-aware Multimodal Fusion with Conditional Probabilistic Circuits","created":"2026-03-27","cited_by_count":2,"area":null},{"id":"2412.18065","title":"BIG-MoE: Bypass Isolated Gating MoE for Generalized Multimodal Face Anti-Spoofing","created":"2024-12-24","cited_by_count":1,"area":"moe"},{"id":"2505.04046","title":"Reliable Disentanglement Multi-view Learning Against View Adversarial Attacks","created":"2025-05-07","cited_by_count":1,"area":null},{"id":"2506.11465","title":"RollingQ: Reviving the Cooperation Dynamics in Multimodal Transformer","created":"2025-06-13","cited_by_count":1,"area":null},{"id":"2509.04870","title":"Multi-modal Uncertainty Robust Tree Cover Segmentation For High-Resolution Remote Sensing Images","created":"2025-09-05","cited_by_count":1,"area":null},{"id":"2511.06452","title":"MULTIBENCH++: A Unified and Comprehensive Multimodal Fusion Benchmarking Across Specialized Domains","created":"2025-11-09","cited_by_count":1,"area":null},{"id":"2511.18751","title":"Robust Multimodal Sentiment Analysis of Image-Text Pairs by Distribution-Based Feature Recovery and Fusion","created":"2025-11-24","cited_by_count":1,"area":null},{"id":"2604.01667","title":"M3D-BFS: a Multi-stage Dynamic Fusion Strategy for Sample-Adaptive Multi-Modal Brain Network Analysis","created":"2026-04-02","cited_by_count":1,"area":"moe"},{"id":"2312.07212","title":"More than Vanilla Fusion: a Simple, Decoupling-free, Attention Module for Multimodal Fusion Based on Signal Theory","created":"2023-12-12","cited_by_count":0,"area":null},{"id":"2409.17889","title":"A multi-source data power load forecasting method using attention mechanism-based parallel cnn-gru","created":"2024-09-26","cited_by_count":0,"area":null},{"id":"2410.15475","title":"Multimodal Fusion via Self-Consistent Task-Gradient Fields","created":"2024-10-20","cited_by_count":0,"area":null},{"id":"2412.14489","title":"Multi-QuAD: Multi-Level Quality-Adaptive Dynamic Network for Reliable Multimodal Classification","created":"2024-12-19","cited_by_count":0,"area":null},{"id":"2502.19674","title":"Reliable Multimodal Learning Via Multi-Level Adaptive DeConfusion","created":"2025-02-27","cited_by_count":0,"area":null},{"id":"2503.18627","title":"Dig2DIG: Dig into Diffusion Information Gains for Image Fusion","created":"2025-03-24","cited_by_count":0,"area":"diffusion"},{"id":"2505.12693","title":"TACOcc:Target-Adaptive Cross-Modal Fusion with Volume Rendering for 3D Semantic Occupancy","created":"2025-05-19","cited_by_count":0,"area":null},{"id":"2506.00030","title":"Modality Equilibrium Matters: Minor-Modality-Aware Adaptive Alternating for Cross-Modal Memory Enhancement","created":"2025-05-26","cited_by_count":0,"area":null},{"id":"2507.08290","title":"Cross-Resolution SAR Target Detection Using Structural Hierarchy Adaptation and Reliable Adjacency Alignment","created":"2025-07-11","cited_by_count":0,"area":null},{"id":"2508.19769","title":"AIM: Adaptive Intra-Network Modulation for Balanced Multimodal Learning","created":"2025-08-27","cited_by_count":0,"area":null},{"id":"2509.11800","title":"Pseudo-D: Informing Multi-View Uncertainty Estimation with Calibrated Neural Training Dynamics","created":"2025-09-15","cited_by_count":0,"area":null},{"id":"2512.21760","title":"A-QCF-Net: An Adaptive Quaternion Cross-Fusion Network for Multimodal Liver Tumor Segmentation from Unpaired Datasets","created":"2025-12-25","cited_by_count":0,"area":null},{"id":"2601.07163","title":"Test-time Adaptive Hierarchical Co-enhanced Denoising Network for Reliable Multimodal Classification","created":"2026-01-12","cited_by_count":0,"area":null},{"id":"2602.12087","title":"Geometry of Uncertainty: Learning Metric Spaces for Multimodal State Estimation in RL","created":"2026-02-12","cited_by_count":0,"area":"deeprl"},{"id":"2603.18462","title":"AlignMamba-2: Enhancing Multimodal Fusion and Sentiment Analysis with Modality-Aware Mamba","created":"2026-03-19","cited_by_count":0,"area":"ssm"},{"id":"2603.21886","title":"ADaFuSE: Adaptive Diffusion-generated Image and Text Fusion for Interactive Text-to-Image Retrieval","created":"2026-03-23","cited_by_count":0,"area":"diffusion"},{"id":"2604.09288","title":"Are Independently Estimated View Uncertainties Comparable? Unified Routing for Trusted Multi-View Classification","created":"2026-04-10","cited_by_count":0,"area":null},{"id":"2604.19093","title":"Multi-modal Test-time Adaptation via Adaptive Probabilistic Gaussian Calibration","created":"2026-04-21","cited_by_count":0,"area":null},{"id":"2604.24602","title":"Majorization-Guided Test-Time Adaptation for Vision-Language Models under Modality-Specific Shift","created":"2026-04-27","cited_by_count":0,"area":"mllm"},{"id":"2605.03820","title":"Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration","created":"2026-05-05","cited_by_count":0,"area":null},{"id":"2605.24475","title":"Robust Fuzzy Multi-view Learning under View Conflict","created":"2026-05-23","cited_by_count":0,"area":null},{"id":"2605.31193","title":"Geometry-based Schr\\\"odinger Bridges for Trustworthy Multimodal Fusion","created":"2026-05-29","cited_by_count":0,"area":null},{"id":"2607.05025","title":"Uncertainty-aware damage identification in short-span bridges via physics-informed variational autoencoder","created":"2026-07-06","cited_by_count":0,"area":null},{"id":"2607.06943","title":"General Incomplete Multimodal Learning via Dynamic Quality Perception","created":"2026-07-08","cited_by_count":0,"area":null},{"id":"2607.21347","title":"Quality-Aware Multimodal Fusion Reveals Implicit Identity in Valence-Arousal Features","created":"2026-07-23","cited_by_count":0,"area":null},{"id":"2608.05608","title":"GAUGE: Granularity-Adaptive Counterfactual Gating of Evidence for Incomplete Multimodal Classification","created":"2026-08-06","cited_by_count":0,"area":null},{"id":"2608.16087","title":"Representation Is Not Enough: Body-Localized Thermal Evidence for Contactless Stress and Craving Sensing in Opioid Use Disorder","created":"2026-08-17","cited_by_count":0,"area":null},{"id":"2609.07474","title":"Where Should Language Sit in a Multimodal Model? Lessons from What Language Does to Human Perception and Cognition","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.08038","title":"SAFER-Activities: A Dataset for Smart Assessment of Fall Events and Routine Activities","created":"2026-09-07","cited_by_count":0,"area":null},{"id":"2609.22107","title":"Fusion Anything: A Generalized Multimodal Foundation Model","created":"2026-08-16","cited_by_count":0,"area":null},{"id":"2609.30470","title":"Reliability-aware Cross-sample Enhancement for Robust Multimodal Sentiment Analysis","created":"2026-09-24","cited_by_count":0,"area":null},{"id":"2610.13013","title":"Evidential Multimodal Transformers with Dempster-Shafer Fusion for Emotion Recognition","created":"2026-10-09","cited_by_count":0,"area":null}],"next_cursor":null}