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Poster
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Wed 16:30
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Doob's Lagrangian: A Sample-Efficient Variational Approach to Transition Path Sampling
Yuanqi Du · Michael Plainer · Rob Brekelmans · Chenru Duan · Frank Noe · Carla Gomes · Alan Aspuru-Guzik · Kirill Neklyudov
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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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Poster
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Fri 16:30
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LISA: Layerwise Importance Sampling for Memory-Efficient Large Language Model Fine-Tuning
Rui Pan · Xiang Liu · SHIZHE DIAO · Renjie Pi · Jipeng Zhang · Chi Han · Tong Zhang
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Poster
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Wed 16:30
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One Sample Fits All: Approximating All Probabilistic Values Simultaneously and Efficiently
Weida Li · Yaoliang Yu
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Workshop
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Sample Efficient Alignment for LLMs
Zichen Liu · Changyu CHEN · Chao Du · Wee Sun Lee · Min Lin
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Workshop
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Efficient Alignment of Large Language Models via Data Sampling
Amrit Khera · Rajat Ghosh · Debojyoti Dutta
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Poster
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Wed 11:00
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Sigmoid Gating is More Sample Efficient than Softmax Gating in Mixture of Experts
Huy Nguyen · Nhat Ho · Alessandro Rinaldo
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Oral
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Wed 16:10
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SeeA*: Efficient Exploration-Enhanced A* Search by Selective Sampling
Dengwei Zhao · Shikui Tu · Lei Xu
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Poster
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Wed 16:30
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Sample Efficient Bayesian Learning of Causal Graphs from Interventions
Zihan Zhou · Muhammad Qasim Elahi · Murat Kocaoglu
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Workshop
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From Sparse Dependence to Sparse Attention: Unveiling How Chain-of-Thought Enhances Transformer Sample Efficiency
Kaiyue Wen · Huaqing Zhang · Hongzhou Lin · Jingzhao Zhang
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Workshop
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Sun 14:15
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AVUA: Adaptive Video Understanding Agent Enhancing efficiency with dynamic frame sampling and feedback-driven reasoning
Sullam Jeoung · Goeric Huybrechts · Bhavana Ganesh · Aram Galstyan · Sravan Babu Bodapati
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Workshop
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Efficient and Unbiased Sampling of Boltzmann Distributions via Consistency Models
Fengzhe Zhang · Jiajun He · Laurence Midgley · Javier Antorán · José Miguel Hernández-Lobato
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