Rebalanced Multimodal Learning with Data-aware Unimodal Sampling
Fuente:
arXiv
Saved in:
| Main Authors: | Jiang, Qingyuan, Chi, Zhouyang, Ma, Xiao, Mao, Qirong, Yang, Yang, Tang, Jinhui |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
by: Huang, Chengxiang, et al.
Published: (2025)
by: Huang, Chengxiang, et al.
Published: (2025)
On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning
by: Karchmer, Ari
Published: (2024)
by: Karchmer, Ari
Published: (2024)
Meta-Learn Unimodal Signals with Weak Supervision for Multimodal Sentiment Analysis
by: Mai, Sijie, et al.
Published: (2024)
by: Mai, Sijie, et al.
Published: (2024)
Differentially Private Federated Clustering with Random Rebalancing
by: Yang, Xiyuan, et al.
Published: (2025)
by: Yang, Xiyuan, et al.
Published: (2025)
Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion
by: Li, Jiagen, et al.
Published: (2025)
by: Li, Jiagen, et al.
Published: (2025)
Self-Imagine: Effective Unimodal Reasoning with Multimodal Models using Self-Imagination
by: Akter, Syeda Nahida, et al.
Published: (2024)
by: Akter, Syeda Nahida, et al.
Published: (2024)
Class-Imbalanced Graph Learning without Class Rebalancing
by: Liu, Zhining, et al.
Published: (2023)
by: Liu, Zhining, et al.
Published: (2023)
Enhancing Unimodal Latent Representations in Multimodal VAEs through Iterative Amortized Inference
by: Oshima, Yuta, et al.
Published: (2024)
by: Oshima, Yuta, et al.
Published: (2024)
Bridging Policy and Real-World Dynamics: LLM-Augmented Rebalancing for Shared Micromobility Systems
by: Tan, Heng, et al.
Published: (2026)
by: Tan, Heng, et al.
Published: (2026)
UNITE-FND: Reframing Multimodal Fake News Detection through Unimodal Scene Translation
by: Mukherjee, Arka, et al.
Published: (2025)
by: Mukherjee, Arka, et al.
Published: (2025)
Unimodal Distributions for Ordinal Regression
by: Cardoso, Jaime S., et al.
Published: (2023)
by: Cardoso, Jaime S., et al.
Published: (2023)
MMPareto: Boosting Multimodal Learning with Innocent Unimodal Assistance
by: Wei, Yake, et al.
Published: (2024)
by: Wei, Yake, et al.
Published: (2024)
PLanTS: Periodicity-aware Latent-state Representation Learning for Multivariate Time Series
by: Wang, Jia, et al.
Published: (2025)
by: Wang, Jia, et al.
Published: (2025)
Causal Masking on Spatial Data: An Information-Theoretic Case for Learning Spatial Datasets with Unimodal Language Models
by: Junkin, Jared, et al.
Published: (2025)
by: Junkin, Jared, et al.
Published: (2025)
Best-Arm Identification in Unimodal Bandits
by: Poiani, Riccardo, et al.
Published: (2024)
by: Poiani, Riccardo, et al.
Published: (2024)
CSA: Data-efficient Mapping of Unimodal Features to Multimodal Features
by: Li, Po-han, et al.
Published: (2024)
by: Li, Po-han, et al.
Published: (2024)
Provable Effects of Data Replay in Continual Learning: A Feature Learning Perspective
by: Ding, Meng, et al.
Published: (2026)
by: Ding, Meng, et al.
Published: (2026)
Multi-View Subgraph Neural Networks: Self-Supervised Learning with Scarce Labeled Data
by: Wang, Zhenzhong, et al.
Published: (2024)
by: Wang, Zhenzhong, et al.
Published: (2024)
Beyond Rebalancing: Benchmarking Binary Classifiers Under Class Imbalance Without Rebalancing Techniques
by: Nawaz, Ali, et al.
Published: (2025)
by: Nawaz, Ali, et al.
Published: (2025)
Discretizing Continuous Action Space with Unimodal Probability Distributions for On-Policy Reinforcement Learning
by: Zhu, Yuanyang, et al.
Published: (2024)
by: Zhu, Yuanyang, et al.
Published: (2024)
On Sample-Efficient Offline Reinforcement Learning: Data Diversity, Posterior Sampling, and Beyond
by: Nguyen-Tang, Thanh, et al.
Published: (2024)
by: Nguyen-Tang, Thanh, et al.
Published: (2024)
Efficient Quantification of Multimodal Interaction at Sample Level
by: Yang, Zequn, et al.
Published: (2025)
by: Yang, Zequn, et al.
Published: (2025)
Rebalancing the Scales: A Systematic Mapping Study of Generative Adversarial Networks (GANs) in Addressing Data Imbalance
by: Yadav, Pankaj, et al.
Published: (2025)
by: Yadav, Pankaj, et al.
Published: (2025)
GenCeption: Evaluate Vision LLMs with Unlabeled Unimodal Data
by: Cao, Lele, et al.
Published: (2024)
by: Cao, Lele, et al.
Published: (2024)
Latent Mixture of Symmetries for Sample-Efficient Dynamic Learning
by: Li, Haoran, et al.
Published: (2025)
by: Li, Haoran, et al.
Published: (2025)
MergeDNA: Context-aware Genome Modeling with Dynamic Tokenization through Token Merging
by: Li, Siyuan, et al.
Published: (2025)
by: Li, Siyuan, et al.
Published: (2025)
Latency-aware Multimodal Federated Learning over UAV Networks
by: Shaon, Shaba, et al.
Published: (2025)
by: Shaon, Shaba, et al.
Published: (2025)
QSIM: Mitigating Overestimation in Multi-Agent Reinforcement Learning via Action Similarity Weighted Q-Learning
by: Li, Yuanjun, et al.
Published: (2026)
by: Li, Yuanjun, et al.
Published: (2026)
Improving Multimodal Learning Balance and Sufficiency through Data Remixing
by: Ma, Xiaoyu, et al.
Published: (2025)
by: Ma, Xiaoyu, et al.
Published: (2025)
Balance-aware Sequence Sampling Makes Multi-modal Learning Better
by: Guan, Zhi-Hao
Published: (2025)
by: Guan, Zhi-Hao
Published: (2025)
SA-GDA: Spectral Augmentation for Graph Domain Adaptation
by: Pang, Jinhui, et al.
Published: (2024)
by: Pang, Jinhui, et al.
Published: (2024)
Multimodality Helps Unimodality: Cross-Modal Few-Shot Learning with Multimodal Models
by: Lin, Zhiqiu, et al.
Published: (2023)
by: Lin, Zhiqiu, et al.
Published: (2023)
Mimic In-Context Learning for Multimodal Tasks
by: Jiang, Yuchu, et al.
Published: (2025)
by: Jiang, Yuchu, et al.
Published: (2025)
Rebalanced Vision-Language Retrieval Considering Structure-Aware Distillation
by: Yang, Yang, et al.
Published: (2024)
by: Yang, Yang, et al.
Published: (2024)
Electrodermal Activity as a Unimodal Signal for Aerobic Exercise Detection in Wearable Sensors
by: Krishna, Rena Mira, et al.
Published: (2026)
by: Krishna, Rena Mira, et al.
Published: (2026)
A Survey of Deep Learning for Group-level Emotion Recognition
by: Huang, Xiaohua, et al.
Published: (2024)
by: Huang, Xiaohua, et al.
Published: (2024)
CLIP the Bias: How Useful is Balancing Data in Multimodal Learning?
by: Alabdulmohsin, Ibrahim, et al.
Published: (2024)
by: Alabdulmohsin, Ibrahim, et al.
Published: (2024)
Fully Dynamic Rebalancing in Dockless Bike-Sharing Systems via Deep Reinforcement Learning
by: Scarpel, Edoardo, et al.
Published: (2026)
by: Scarpel, Edoardo, et al.
Published: (2026)
Continual Learning of Nonlinear Independent Representations
by: Sun, Boyang, et al.
Published: (2024)
by: Sun, Boyang, et al.
Published: (2024)
Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation
by: Lv, Xinpeng, et al.
Published: (2026)
by: Lv, Xinpeng, et al.
Published: (2026)
Similar Items
-
Adaptive Unimodal Regulation for Balanced Multimodal Information Acquisition
by: Huang, Chengxiang, et al.
Published: (2025) -
On Stronger Computational Separations Between Multimodal and Unimodal Machine Learning
by: Karchmer, Ari
Published: (2024) -
Meta-Learn Unimodal Signals with Weak Supervision for Multimodal Sentiment Analysis
by: Mai, Sijie, et al.
Published: (2024) -
Differentially Private Federated Clustering with Random Rebalancing
by: Yang, Xiyuan, et al.
Published: (2025) -
Unimodal-driven Distillation in Multimodal Emotion Recognition with Dynamic Fusion
by: Li, Jiagen, et al.
Published: (2025)