TADS: Task-Aware Data Selection for Multi-Task Multimodal Pre-Training
Fuente:
arXiv
Saved in:
| Main Authors: | Cheng, Guanjie, Li, Boyi, Sun, Lingyu, Zhu, Mengying, Wu, Yangyang, Zhao, Xinkui, Deng, Shuiguang |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
DyC-STG: Dynamic Causal Spatio-Temporal Graph Network for Real-time Data Credibility Analysis in IoT
by: Cheng, Guanjie, et al.
Published: (2025)
by: Cheng, Guanjie, et al.
Published: (2025)
LSHFed: Robust and Communication-Efficient Federated Learning with Locally-Sensitive Hashing Gradient Mapping
by: Cheng, Guanjie, et al.
Published: (2025)
by: Cheng, Guanjie, et al.
Published: (2025)
A Robust Incomplete Multimodal Low-Rank Adaptation Approach for Emotion Recognition
by: Zhao, Xinkui, et al.
Published: (2025)
by: Zhao, Xinkui, et al.
Published: (2025)
E2PL: Effective and Efficient Prompt Learning for Incomplete Multi-view Multi-Label Class Incremental Learning
by: Chen, Jiajun, et al.
Published: (2026)
by: Chen, Jiajun, et al.
Published: (2026)
Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning
by: Miao, Xiaoye, et al.
Published: (2025)
by: Miao, Xiaoye, et al.
Published: (2025)
ALPINE: Closed-Loop Adaptive Privacy Budget Allocation for Mobile Edge Crowdsensing
by: Cheng, Guanjie, et al.
Published: (2025)
by: Cheng, Guanjie, et al.
Published: (2025)
SatFusion: A Unified Framework for Enhancing Remote Sensing Images via Multi-Frame and Multi-Source Images Fusion
by: Tong, Yufei, et al.
Published: (2025)
by: Tong, Yufei, et al.
Published: (2025)
Task-Aware Parameter-Efficient Fine-Tuning of Large Pre-Trained Models at the Edge
by: Hu, Senkang, et al.
Published: (2025)
by: Hu, Senkang, et al.
Published: (2025)
MultiGPrompt for Multi-Task Pre-Training and Prompting on Graphs
by: Yu, Xingtong, et al.
Published: (2023)
by: Yu, Xingtong, et al.
Published: (2023)
Decoupling Weighing and Selecting for Integrating Multiple Graph Pre-training Tasks
by: Fan, Tianyu, et al.
Published: (2024)
by: Fan, Tianyu, et al.
Published: (2024)
Investigating the Pre-Training Dynamics of In-Context Learning: Task Recognition vs. Task Learning
by: Wang, Xiaolei, et al.
Published: (2024)
by: Wang, Xiaolei, et al.
Published: (2024)
Synergizing Large Language Models and Task-specific Models for Time Series Anomaly Detection
by: Chen, Feiyi, et al.
Published: (2025)
by: Chen, Feiyi, et al.
Published: (2025)
Shiva-DiT: Residual-Based Differentiable Top-$k$ Selection for Efficient Diffusion Transformers
by: Zhang, Jiaji, et al.
Published: (2026)
by: Zhang, Jiaji, et al.
Published: (2026)
Missing-Aware Multimodal Fusion for Unified Microservice Incident Management
by: Qian, Wenzhuo, et al.
Published: (2026)
by: Qian, Wenzhuo, et al.
Published: (2026)
Selective Task Group Updates for Multi-Task Optimization
by: Jeong, Wooseong, et al.
Published: (2025)
by: Jeong, Wooseong, et al.
Published: (2025)
Cluster-Wide Task Slowdown Detection in Cloud System
by: Chen, Feiyi, et al.
Published: (2024)
by: Chen, Feiyi, et al.
Published: (2024)
Downstream Task-Oriented Generative Model Selections on Synthetic Data Training for Fraud Detection Models
by: Cheng, Yinan, et al.
Published: (2024)
by: Cheng, Yinan, et al.
Published: (2024)
CUT: Pruning Pre-Trained Multi-Task Models into Compact Models for Edge Devices
by: Zhou, Jingxuan, et al.
Published: (2025)
by: Zhou, Jingxuan, et al.
Published: (2025)
MoTE: Mixture of Task-specific Experts for Pre-Trained ModelBased Class-incremental Learning
by: Li, Linjie, et al.
Published: (2025)
by: Li, Linjie, et al.
Published: (2025)
Reinforcement Fine-Tuning for History-Aware Dense Retriever in RAG
by: Zhang, Yicheng, et al.
Published: (2026)
by: Zhang, Yicheng, et al.
Published: (2026)
Task Aware Dreamer for Task Generalization in Reinforcement Learning
by: Ying, Chengyang, et al.
Published: (2023)
by: Ying, Chengyang, et al.
Published: (2023)
XFMNet: Decoding Cross-Site and Nonstationary Water Patterns via Stepwise Multimodal Fusion for Long-Term Water Quality Forecasting
by: Wang, Ziqi, et al.
Published: (2025)
by: Wang, Ziqi, et al.
Published: (2025)
Walking the Schrödinger Bridge: A Direct Trajectory for Text-to-3D Generation
by: Li, Ziying, et al.
Published: (2025)
by: Li, Ziying, et al.
Published: (2025)
Task-Aware Mixture-of-Experts for Time Series Analysis
by: Wu, Xingjian, et al.
Published: (2025)
by: Wu, Xingjian, et al.
Published: (2025)
PCoTTA: Continual Test-Time Adaptation for Multi-Task Point Cloud Understanding
by: Jiang, Jincen, et al.
Published: (2024)
by: Jiang, Jincen, et al.
Published: (2024)
TransPeakNet: Solvent-Aware 2D NMR Prediction via Multi-Task Pre-Training and Unsupervised Learning
by: Li, Yunrui, et al.
Published: (2024)
by: Li, Yunrui, et al.
Published: (2024)
Rethinking the Starting Point: Collaborative Pre-Training for Federated Downstream Tasks
by: Chu, Yun-Wei, et al.
Published: (2024)
by: Chu, Yun-Wei, et al.
Published: (2024)
Exploiting Task Relationships in Continual Learning via Transferability-Aware Task Embeddings
by: Wu, Yanru, et al.
Published: (2025)
by: Wu, Yanru, et al.
Published: (2025)
Mitigating the Backdoor Effect for Multi-Task Model Merging via Safety-Aware Subspace
by: Yang, Jinluan, et al.
Published: (2024)
by: Yang, Jinluan, et al.
Published: (2024)
Task-Aware Harmony Multi-Task Decision Transformer for Offline Reinforcement Learning
by: Fan, Ziqing, et al.
Published: (2024)
by: Fan, Ziqing, et al.
Published: (2024)
Personalized Federated Fine-Tuning for LLMs via Data-Driven Heterogeneous Model Architectures
by: Zhang, Yicheng, et al.
Published: (2024)
by: Zhang, Yicheng, et al.
Published: (2024)
TinyTrain: Resource-Aware Task-Adaptive Sparse Training of DNNs at the Data-Scarce Edge
by: Kwon, Young D., et al.
Published: (2023)
by: Kwon, Young D., et al.
Published: (2023)
TMTE: Effective Multimodal Graph Learning with Task-aware Modality and Topology Co-evolution
by: Zhu, Yinlin, et al.
Published: (2026)
by: Zhu, Yinlin, et al.
Published: (2026)
HORAE: A Domain-Agnostic Language for Automated Service Regulation
by: Sun, Yutao, et al.
Published: (2024)
by: Sun, Yutao, et al.
Published: (2024)
Beyond Task Vectors: Selective Task Arithmetic Based on Importance Metrics
by: Bowen, Tian, et al.
Published: (2024)
by: Bowen, Tian, et al.
Published: (2024)
Next-Gen Computing Systems with Compute Express Link: a Comprehensive Survey
by: Chen, Chen, et al.
Published: (2024)
by: Chen, Chen, et al.
Published: (2024)
Is Collaboration Worth It? A Decision-Oriented Survey in Multi-Agent Systems
by: Cheng, Guanjie, et al.
Published: (2026)
by: Cheng, Guanjie, et al.
Published: (2026)
Federated Data-Efficient Instruction Tuning for Large Language Models
by: Qin, Zhen, et al.
Published: (2024)
by: Qin, Zhen, et al.
Published: (2024)
Sharper Risk Bound for Multi-Task Learning with Multi-Graph Dependent Data
by: Shao, Xiao, et al.
Published: (2025)
by: Shao, Xiao, et al.
Published: (2025)
Rethinking Data Shapley for Data Selection Tasks: Misleads and Merits
by: Wang, Jiachen T., et al.
Published: (2024)
by: Wang, Jiachen T., et al.
Published: (2024)
Similar Items
-
DyC-STG: Dynamic Causal Spatio-Temporal Graph Network for Real-time Data Credibility Analysis in IoT
by: Cheng, Guanjie, et al.
Published: (2025) -
LSHFed: Robust and Communication-Efficient Federated Learning with Locally-Sensitive Hashing Gradient Mapping
by: Cheng, Guanjie, et al.
Published: (2025) -
A Robust Incomplete Multimodal Low-Rank Adaptation Approach for Emotion Recognition
by: Zhao, Xinkui, et al.
Published: (2025) -
E2PL: Effective and Efficient Prompt Learning for Incomplete Multi-view Multi-Label Class Incremental Learning
by: Chen, Jiajun, et al.
Published: (2026) -
Lossless Privacy-Preserving Aggregation for Decentralized Federated Learning
by: Miao, Xiaoye, et al.
Published: (2025)