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23 Results
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Poster
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Thu 11:00 |
Conformalized Multiple Testing after Data-dependent Selection Xiaoning Wang · Yuyang Huo · Liuhua Peng · Changliang Zou |
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Poster
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Fri 11:00 |
TSDS: Data Selection for Task-Specific Model Finetuning Zifan Liu · Amin Karbasi · Theodoros Rekatsinas |
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Tutorial
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Tue 13:30 |
Advancing Data Selection for Foundation Models: From Heuristics to Principled Methods Jiachen (Tianhao) Wang · Ludwig Schmidt · Ruoxi Jia |
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Poster
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Fri 11:00 |
Most Influential Subset Selection: Challenges, Promises, and Beyond Yuzheng Hu · Pingbang Hu · Han Zhao · Jiaqi Ma |
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Workshop
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Just Select Twice: Leveraging Low Quality Data to Improve Data Selection Yifei Zhang · Yusen Jiao · Jiayi Chen · Jieyu Zhang · Frederic Sala |
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Poster
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Fri 16:30 |
MATES: Model-Aware Data Selection for Efficient Pretraining with Data Influence Models Zichun Yu · Spandan Das · Chenyan Xiong |
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Poster
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Thu 16:30 |
CLIPLoss and Norm-Based Data Selection Methods for Multimodal Contrastive Learning Yiping Wang · Yifang Chen · Wendan Yan · Alex Fang · Wenjing Zhou · Kevin Jamieson · Simon Du |
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Poster
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Thu 16:30 |
On the Necessity of Collaboration for Online Model Selection with Decentralized Data Junfan Li · Zheshun Wu · Zenglin Xu · Irwin King |
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Poster
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Fri 16:30 |
SmallToLarge (S2L): Scalable Data Selection for Fine-tuning Large Language Models by Summarizing Training Trajectories of Small Models Yu Yang · Siddhartha Mishra · Jeffrey Chiang · Baharan Mirzasoleiman |
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Poster
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Wed 11:00 |
Sketchy Moment Matching: Toward Fast and Provable Data Selection for Finetuning Yijun Dong · Viet Hoang Phan · Xiang Pan · Qi Lei |
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Poster
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Fri 11:00 |
A Bayesian Approach to Data Point Selection XINNUO XU · Minyoung Kim · Royson Lee · Brais Martinez · Timothy Hospedales |
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Poster
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Fri 11:00 |
Improving Subgroup Robustness via Data Selection Saachi Jain · Kimia Hamidieh · Kristian Georgiev · Andrew Ilyas · Marzyeh Ghassemi · Aleksander Madry |