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8 Results
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Poster
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Tue 14:00 |
Training Subset Selection for Weak Supervision Hunter Lang · Aravindan Vijayaraghavan · David Sontag |
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Workshop
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Are All Training Data Useful? A Empirical Revisit of Subset Selection in Bayesian Optimization Peili Mao · Ke Li |
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Poster
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Wed 9:00 |
Neural Estimation of Submodular Functions with Applications to Differentiable Subset Selection Abir De · Soumen Chakrabarti |
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Workshop
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Active Learning is a Strong Baseline for Data Subset Selection Dongmin Park · Dimitris Papailiopoulos · Kangwook Lee |
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Poster
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Wed 9:00 |
ORIENT: Submodular Mutual Information Measures for Data Subset Selection under Distribution Shift Athresh Karanam · Krishnateja Killamsetty · Harsha Kokel · Rishabh Iyer |
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Poster
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Wed 9:00 |
Beyond neural scaling laws: beating power law scaling via data pruning Ben Sorscher · Robert Geirhos · Shashank Shekhar · Surya Ganguli · Ari Morcos |
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Workshop
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Using Informative Data Subsets for Efficient Training of Large Language Models: An Initial Study H S V N S Kowndinya Renduchintala · Krishnateja Killamsetty · Sumit Bhatia · Milan Aggarwal · Ganesh Ramakrishnan · Rishabh Iyer |
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Poster
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Tue 9:00 |
AUTOMATA: Gradient Based Data Subset Selection for Compute-Efficient Hyper-parameter Tuning Krishnateja Killamsetty · Guttu Sai Abhishek · Aakriti Lnu · Ganesh Ramakrishnan · Alexandre Evfimievski · Lucian Popa · Rishabh Iyer |