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Poster
Thu 7:30 Sampling Multimodal Distributions with the Vanilla Score: Benefits of Data-Based Initialization
Frederic Koehler · Thuy-Duong Vuong
Poster
Tue 7:30 lpNTK: Better Generalisation with Less Data via Sample Interaction During Learning
Shangmin Guo · YI REN · Stefano Albrecht · Kenny Smith
Poster
Tue 7:30 Dissecting Sample Hardness: A Fine-Grained Analysis of Hardness Characterization Methods for Data-Centric AI
Nabeel Seedat · Fergus Imrie · Mihaela van der Schaar
Poster
Fri 7:30 InfoBatch: Lossless Training Speed Up by Unbiased Dynamic Data Pruning
Ziheng Qin · Kai Wang · Zangwei Zheng · Jianyang Gu · Xiangyu Peng · Zhaopan Xu · Zhou Daquan · Lei Shang · Baigui Sun · Xuansong Xie · Yang You
Poster
Thu 1:45 Sample-Efficient Linear Representation Learning from Non-IID Non-Isotropic Data
Thomas T. Zhang · Leonardo Felipe Toso · James Anderson · Nikolai Matni
Workshop
[***Online Presentation***] DELE: Data Efficient LLM Evaluation
Gayathri Saranathan · Mahammad Parwez Alam · JAMES LIM · Suparna Bhattacharya · Soon Wong · Martin Foltin · Cong Xu