"data efficiency" Papers

11 papers found

ACCon: Angle-Compensated Contrastive Regularizer for Deep Regression

Botao Zhao, Xiaoyang Qu, Zuheng Kang et al.

AAAI 2025paperarXiv:2501.07045

ET-SEED: EFFICIENT TRAJECTORY-LEVEL SE(3) EQUIVARIANT DIFFUSION POLICY

Chenrui Tie, Yue Chen, Ruihai Wu et al.

ICLR 2025arXiv:2411.03990
16
citations

Pretraining a Shared Q-Network for Data-Efficient Offline Reinforcement Learning

Jongchan Park, Mingyu Park, Donghwan Lee

NEURIPS 2025arXiv:2505.05701
1
citations

SCAN: Bootstrapping Contrastive Pre-training for Data Efficiency

Yangyang Guo, Mohan Kankanhalli

ICCV 2025arXiv:2411.09126
3
citations

Semantic Loss Guided Data Efficient Supervised Fine Tuning for Safe Responses in LLMs

Yuxiao Lu, Arunesh Sinha, Pradeep Varakantham

ICLR 2025arXiv:2412.06843
3
citations

Bad Students Make Great Teachers: Active Learning Accelerates Large-Scale Visual Understanding

Talfan Evans, Shreya Pathak, Hamza Merzic et al.

ECCV 2024arXiv:2312.05328
25
citations

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

Jinxin Liu, Ziqi Zhang, Zhenyu Wei et al.

AAAI 2024paperarXiv:2306.12755
27
citations

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

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

ECCV 2024arXiv: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 2024arXiv:2405.19014
5
citations

Uncertainty for Active Learning on Graphs

Dominik Fuchsgruber, Tom Wollschläger, Bertrand Charpentier et al.

ICML 2024arXiv:2405.01462
17
citations