Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
Fuente:
arXiv
Guardado en:
| Autores principales: | Huang, Chengxiang, Wei, Yake, Yang, Zequn, Hu, Di |
|---|---|
| Formato: | Preprint |
| Publicado: |
2025
|
| Materias: | |
| Acceso en línea: | |
| Etiquetas: |
Agregar Etiqueta
Sin Etiquetas, Sea el primero en etiquetar este registro!
|
Ejemplares similares
MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance
por: Wei, Yake, et al.
Publicado: (2024)
por: Wei, Yake, et al.
Publicado: (2024)
BalanceBenchmark: A Survey for Multimodal Imbalance Learning
por: Xu, Shaoxuan, et al.
Publicado: (2025)
por: Xu, Shaoxuan, et al.
Publicado: (2025)
On-the-fly Modulation for Balanced Multimodal Learning
por: Wei, Yake, et al.
Publicado: (2024)
por: Wei, Yake, et al.
Publicado: (2024)
Efficient Quantification of Multimodal Interaction at Sample Level
por: Yang, Zequn, et al.
Publicado: (2025)
por: Yang, Zequn, et al.
Publicado: (2025)
Adaptive Redundancy Regulation for Balanced Multimodal Information Refinement
por: Yang, Zhe, et al.
Publicado: (2025)
por: Yang, Zhe, et al.
Publicado: (2025)
Enhancing Modality Representation and Alignment for Multimodal Cold-start Active Learning
por: Shen, Meng, et al.
Publicado: (2024)
por: Shen, Meng, et al.
Publicado: (2024)
Rebalanced Multimodal Learning with Data-aware Unimodal Sampling
por: Jiang, Qingyuan, et al.
Publicado: (2025)
por: Jiang, Qingyuan, et al.
Publicado: (2025)
Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion
por: Li, Jiagen, et al.
Publicado: (2025)
por: Li, Jiagen, et al.
Publicado: (2025)
Meta-Learn Unimodal Signals with Weak Supervision for Multimodal Sentiment Analysis
por: Mai, Sijie, et al.
Publicado: (2024)
por: Mai, Sijie, et al.
Publicado: (2024)
Multimodal Fusion on Low-quality Data: A Comprehensive Survey
por: Zhang, Qingyang, et al.
Publicado: (2024)
por: Zhang, Qingyang, et al.
Publicado: (2024)
On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning
por: Karchmer, Ari
Publicado: (2024)
por: Karchmer, Ari
Publicado: (2024)
RollingQ: Reviving the Cooperation Dynamics in Multimodal Transformer
por: Ni, Haotian, et al.
Publicado: (2025)
por: Ni, Haotian, et al.
Publicado: (2025)
Enhancing multimodal cooperation via sample-level modality valuation
por: Wei, Yake, et al.
Publicado: (2023)
por: Wei, Yake, et al.
Publicado: (2023)
Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference
por: Oshima, Yuta, et al.
Publicado: (2024)
por: Oshima, Yuta, et al.
Publicado: (2024)
Diagnosing and Re-learning for Balanced Multimodal Learning
por: Wei, Yake, et al.
Publicado: (2024)
por: Wei, Yake, et al.
Publicado: (2024)
UNITE-FND: Reframing Multimodal Fake News Detection through Unimodal Scene Translation
por: Mukherjee, Arka, et al.
Publicado: (2025)
por: Mukherjee, Arka, et al.
Publicado: (2025)
Unimodal Distributions for Ordinal Regression
por: Cardoso, Jaime S., et al.
Publicado: (2023)
por: Cardoso, Jaime S., et al.
Publicado: (2023)
Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination
por: Akter, Syeda Nahida, et al.
Publicado: (2024)
por: Akter, Syeda Nahida, et al.
Publicado: (2024)
Best-Arm Identification in Unimodal Bandits
por: Poiani, Riccardo, et al.
Publicado: (2024)
por: Poiani, Riccardo, et al.
Publicado: (2024)
Multimodal Large Language Models for End-to-End Affective Computing: Benchmarking and Boosting with Generative Knowledge Prompting
por: Luo, Miaosen, et al.
Publicado: (2025)
por: Luo, Miaosen, et al.
Publicado: (2025)
Causal Masking on Spatial Data: An Information-Theoretic Case for Learning Spatial Datasets with Unimodal Language Models
por: Junkin, Jared, et al.
Publicado: (2025)
por: Junkin, Jared, et al.
Publicado: (2025)
Multi-Agent LLMs for Adaptive Acquisition in Bayesian Optimization
por: Carbonati, Andrea, et al.
Publicado: (2026)
por: Carbonati, Andrea, et al.
Publicado: (2026)
Multimodal Representation Learning using Adaptive Graph Construction
por: Huang, Weichen
Publicado: (2024)
por: Huang, Weichen
Publicado: (2024)
Adaptive Acquisition Selection for Bayesian Optimization with Large Language Models
por: Ngo, Giang, et al.
Publicado: (2026)
por: Ngo, Giang, et al.
Publicado: (2026)
Adaptive Information Routing for Multimodal Time Series Forecasting
por: Seo, Jun, et al.
Publicado: (2025)
por: Seo, Jun, et al.
Publicado: (2025)
WavefrontDiffusion: Dynamic Decoding Schedule for Improved Reasoning
por: Yang, Haojin, et al.
Publicado: (2025)
por: Yang, Haojin, et al.
Publicado: (2025)
MIBench: Evaluating LMMs on Multimodal Interaction
por: Miao, Yu, et al.
Publicado: (2026)
por: Miao, Yu, et al.
Publicado: (2026)
Electrodermal Activity as a Unimodal Signal for Aerobic Exercise Detection in Wearable Sensors
por: Krishna, Rena Mira, et al.
Publicado: (2026)
por: Krishna, Rena Mira, et al.
Publicado: (2026)
Discretizing Continuous Action Space with Unimodal Probability Distributions for On-Policy Reinforcement Learning
por: Zhu, Yuanyang, et al.
Publicado: (2024)
por: Zhu, Yuanyang, et al.
Publicado: (2024)
VTool-R1: VLMs Learn to Think with Images via Reinforcement Learning on Multimodal Tool Use
por: Wu, Mingyuan, et al.
Publicado: (2025)
por: Wu, Mingyuan, et al.
Publicado: (2025)
CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features
por: Li, Po-han, et al.
Publicado: (2024)
por: Li, Po-han, et al.
Publicado: (2024)
SOTAlign: Semi-Supervised Alignment of Unimodal Vision and Language Models via Optimal Transport
por: Roschmann, Simon, et al.
Publicado: (2026)
por: Roschmann, Simon, et al.
Publicado: (2026)
Forecasting Application Counts in Talent Acquisition Platforms: Harnessing Multimodal Signals using LMs
por: Kabir, Md Ahsanul, et al.
Publicado: (2024)
por: Kabir, Md Ahsanul, et al.
Publicado: (2024)
Balancing Multimodal Learning through Label Space Reshaping
por: Ma, Xiaoyu, et al.
Publicado: (2026)
por: Ma, Xiaoyu, et al.
Publicado: (2026)
D-CAT: Decoupled Cross-Attention Transfer between Sensor Modalities for Unimodal Inference
por: Daher, Leen, et al.
Publicado: (2025)
por: Daher, Leen, et al.
Publicado: (2025)
Towards Explainable Fusion and Balanced Learning in Multimodal Sentiment Analysis
por: Luo, Miaosen, et al.
Publicado: (2025)
por: Luo, Miaosen, et al.
Publicado: (2025)
Improving Multimodal Learning Balance and Sufficiency through Data Remixing
por: Ma, Xiaoyu, et al.
Publicado: (2025)
por: Ma, Xiaoyu, et al.
Publicado: (2025)
CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?
por: Alabdulmohsin, Ibrahim, et al.
Publicado: (2024)
por: Alabdulmohsin, Ibrahim, et al.
Publicado: (2024)
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models
por: Lin, Zhiqiu, et al.
Publicado: (2023)
por: Lin, Zhiqiu, et al.
Publicado: (2023)
ACL-QL: Adaptive Conservative Level in Q-Learning for Offline Reinforcement Learning
por: Wu, Kun, et al.
Publicado: (2024)
por: Wu, Kun, et al.
Publicado: (2024)
Ejemplares similares
-
MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance
por: Wei, Yake, et al.
Publicado: (2024) -
BalanceBenchmark: A Survey for Multimodal Imbalance Learning
por: Xu, Shaoxuan, et al.
Publicado: (2025) -
On-the-fly Modulation for Balanced Multimodal Learning
por: Wei, Yake, et al.
Publicado: (2024) -
Efficient Quantification of Multimodal Interaction at Sample Level
por: Yang, Zequn, et al.
Publicado: (2025) -
Adaptive Redundancy Regulation for Balanced Multimodal Information Refinement
por: Yang, Zhe, et al.
Publicado: (2025)