{"total":40,"rows":[{"id":"2502.16282","title":"Understanding the Emergence of Multimodal Representation Alignment","created":"2025-02-22","cited_by_count":31,"area":null},{"id":"2507.17343","title":"Principled Multimodal Representation Learning","created":"2025-07-23","cited_by_count":19,"area":null},{"id":"2511.12121","title":"To Align or Not to Align: Strategic Multimodal Representation Alignment for Optimal Performance","created":"2025-11-15","cited_by_count":14,"area":null},{"id":"2509.25270","title":"InfMasking: Unleashing Synergistic Information by Contrastive Multimodal Interactions","created":"2025-09-28","cited_by_count":7,"area":null},{"id":"2511.21331","title":"The More, the Merrier: Contrastive Fusion for Higher-Order Multimodal Alignment","created":"2025-11-26","cited_by_count":7,"area":null},{"id":"2410.17337","title":"Captions Speak Louder than Images: Generalizing Foundation Models for E-commerce from High-quality Multimodal Instruction Data","created":"2024-10-22","cited_by_count":6,"area":null},{"id":"2410.02086","title":"Anchors Aweigh! Sail for Optimal Unified Multi-Modal Representations","created":"2024-10-02","cited_by_count":5,"area":null},{"id":"2601.18525","title":"Closing the Modality Gap Aligns Group-Wise Semantics","created":"2026-01-26","cited_by_count":5,"area":null},{"id":"2511.12034","title":"Calibrated Multimodal Representation Learning with Missing Modalities","created":"2025-11-15","cited_by_count":3,"area":null},{"id":"2602.17395","title":"SpectralGCD: Spectral Concept Selection and Cross-modal Representation Learning for Generalized Category Discovery","created":"2026-02-19","cited_by_count":3,"area":null},{"id":"2509.21584","title":"IndiSeek learns information-guided disentangled representations","created":"2025-09-25","cited_by_count":2,"area":null},{"id":"2511.11512","title":"Collaborative Representation Learning for Alignment of Tactile, Language, and Vision Modalities","created":"2025-11-14","cited_by_count":2,"area":null},{"id":"2512.22102","title":"Explainable Multimodal Regression via Information Decomposition","created":"2025-12-26","cited_by_count":2,"area":null},{"id":"2602.14983","title":"Orthogonalized Multimodal Contrastive Learning with Asymmetric Masking for Structured Representations","created":"2026-02-16","cited_by_count":2,"area":null},{"id":"2603.13427","title":"MIBench: Evaluating LMMs on Multimodal Interaction","created":"2026-03-13","cited_by_count":2,"area":null},{"id":"2604.05834","title":"Hidden in the Multiplicative Interaction: Uncovering Fragility in Multimodal Contrastive Learning","created":"2026-04-07","cited_by_count":2,"area":null},{"id":"2608.09572","title":"Hyperbolic Multimodal Continual Learning","created":"2026-08-10","cited_by_count":2,"area":null},{"id":"2508.16748","title":"FairSSL: Fair Multimodal Self-Supervised Learning","created":"2025-08-22","cited_by_count":1,"area":null},{"id":"2601.21670","title":"Diverse via bounded Agreement: Geometric Regularization for Multimodal Fusion","created":"2026-01-29","cited_by_count":1,"area":null},{"id":"2605.18920","title":"SynGR: Unleashing the Potential of Cross-Modal Synergy for Generative Recommendation","created":"2026-05-18","cited_by_count":1,"area":null},{"id":"2507.02826","title":"Confidence-driven Gradient Modulation for Multimodal Human Activity Recognition: A Dynamic Contrastive Dual-Path Learning Approach","created":"2025-07-03","cited_by_count":0,"area":null},{"id":"2509.11054","title":"Rate-Distortion Limits for Multimodal Retrieval: Theory, Optimal Codes, and Finite-Sample Guarantees","created":"2025-09-14","cited_by_count":0,"area":null},{"id":"2509.17943","title":"Can multimodal representation learning by alignment preserve modality-specific information?","created":"2025-09-22","cited_by_count":0,"area":null},{"id":"2510.09435","title":"Cross-attention Secretly Performs Orthogonal Alignment in Recommendation Models","created":"2025-10-10","cited_by_count":0,"area":null},{"id":"2510.20736","title":"Amplifying Prominent Representations in Multimodal Learning via Variational Dirichlet Process","created":"2025-10-23","cited_by_count":0,"area":null},{"id":"2511.08399","title":"Aligning by Misaligning: Boundary-aware Curriculum Learning for Multimodal Alignment","created":"2025-11-11","cited_by_count":0,"area":null},{"id":"2512.23076","title":"Multimodal Functional Maximum Correlation for Emotion Recognition","created":"2025-12-28","cited_by_count":0,"area":null},{"id":"2601.14274","title":"Divide and Refine: Enhancing Multimodal Representation and Explainability for Emotion Recognition in Conversation","created":"2026-01-10","cited_by_count":0,"area":null},{"id":"2602.08597","title":"An Attention Mechanism for Robust Multimodal Integration in a Global Workspace Architecture","created":"2026-02-09","cited_by_count":0,"area":null},{"id":"2603.29677","title":"Mind the Gap: A Framework for Assessing Pitfalls in Multimodal Active Learning","created":"2026-03-31","cited_by_count":0,"area":null},{"id":"2604.05462","title":"Hierarchical Contrastive Learning for Multimodal Data","created":"2026-04-07","cited_by_count":0,"area":null},{"id":"2606.06249","title":"GRAMformer: Any-Order Modality Interactions via Volumetric Multimodal Cross-Attention","created":"2026-06-04","cited_by_count":0,"area":null},{"id":"2606.11614","title":"Information-Theoretic Decomposition for Multimodal Interaction Learning","created":"2026-06-10","cited_by_count":0,"area":null},{"id":"2608.22115","title":"CST: Collaborative Selective Transmission for Communication-Efficient Multimodal Edge Inference","created":"2026-08-22","cited_by_count":0,"area":null},{"id":"2609.12298","title":"FRIST: FMRI Representation Informed Shared-space Training Improves EEG-only Individual-Finger BCI Decoding","created":"2026-09-11","cited_by_count":0,"area":null},{"id":"2609.32846","title":"SynCo: Learning Cross-Modal Synergy by Contrasting Interaction Residuals","created":"2026-09-26","cited_by_count":0,"area":null},{"id":"2609.35502","title":"Structured Latent Modeling for Supervised Multimodal Information Decomposition","created":"2026-09-28","cited_by_count":0,"area":null},{"id":"2609.39635","title":"SAGE: Salient Factor Discovery and Generation with Visual Foundation Representations","created":"2026-09-30","cited_by_count":0,"area":null},{"id":"2610.13350","title":"Hidden Data Challenges in Clinical Machine Learning","created":"2026-10-09","cited_by_count":0,"area":null},{"id":"2610.14770","title":"Prior-Fitted and Frozen Scorers for Multimodal Contrastive Learning","created":"2026-10-10","cited_by_count":0,"area":null}],"next_cursor":null}