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Workshop
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Data-Efficient Training by Evolved Sampling
Ziheng Cheng · Zhong Li · Jiang Bian
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Workshop
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Uncovering RL Integration in SSL Loss: Objective-Specific Implications for Data-Efficient RL
Ömer Çağatan · Baris Akgun
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Poster
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Thu 16:30
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Data-Efficient Learning with Neural Programs
Alaia Solko-Breslin · Seewon Choi · Ziyang Li · Neelay Velingker · Rajeev Alur · Mayur Naik · Eric Wong
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Workshop
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Explicit and data-Efficient Encoding via Gradient Flow
Kyriakos Flouris · Anna Volokitin · Gustav Bredell · Ender Konukoglu
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Poster
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Thu 11:00
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Data-Efficient Operator Learning via Unsupervised Pretraining and In-Context Learning
Wuyang Chen · Jialin Song · Pu Ren · Shashank Subramanian · Dmitriy Morozov · Michael Mahoney
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Workshop
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Data-Efficient Variational Mutual Information Estimation via Bayesian Self-Consistency
Desi R Ivanova · Marvin Schmitt · Stefan Radev
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Poster
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Thu 16:30
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Adaptive Exploration for Data-Efficient General Value Function Evaluations
Arushi Jain · Josiah Hanna · Doina Precup
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Workshop
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Dataset Distillation for Audio Classification: A Data-Efficient Alternative to Active Learning
Gautham Krishna Gudur · Edison Thomaz
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Workshop
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Fine-tuning Foundation Models for Molecular Dynamics: A Data-Efficient Approach with Random Features
Pietro Novelli · Luigi Bonati · Pedro J. Buigues · Giacomo Meanti · Lorenzo Rosasco · Michele Parrinello · Massimiliano Pontil
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Workshop
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Allo-Allo: Data-efficient prediction of allosteric sites
Tianze Dong · Christopher Kan · Kapil Devkota · Rohit Singh
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Workshop
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Communication-Efficient Loss Minimization over Heterogeneous Data with Federated Hierarchical Ensemble Aggregation via Distillation
Sayantan Chowdhury · Ben Liang · Ali Tizghadam · Ilijc Albanese
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Poster
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Wed 16:30
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Federated Learning under Periodic Client Participation and Heterogeneous Data: A New Communication-Efficient Algorithm and Analysis
Michael Crawshaw · Mingrui Liu
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