2024 "data efficiency" Papers

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Beyond OOD State Actions: Supported Cross-Domain Offline Reinforcement Learning

Jinxin Liu, Ziqi Zhang, Zhenyu Wei et al.

AAAI 2024paperarXiv:2306.12755
26
citations

Distill Gold from Massive Ores: Bi-level Data Pruning towards Efficient Dataset Distillation

YUE XU, Yong-Lu Li, Kaitong Cui et al.

ECCV 2024posterarXiv:2305.18381
8
citations

TiMix: Text-Aware Image Mixing for Effective Vision-Language Pre-training

Chaoya Jiang, Wei Ye, Haiyang Xu et al.

AAAI 2024paperarXiv:2312.08846
6
citations

Trust the Model Where It Trusts Itself - Model-Based Actor-Critic with Uncertainty-Aware Rollout Adaption

Bernd Frauenknecht, Artur Eisele, Devdutt Subhasish et al.

ICML 2024poster

Uncertainty for Active Learning on Graphs

Dominik Fuchsgruber, Tom Wollschläger, Bertrand Charpentier et al.

ICML 2024poster