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Workshop
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ENHANCING DATA EFFICIENCY IN REINFORCEMENT LEARNING: A NOVEL IMAGINATION MECHANISM BASED ON MESH INFORMATION PROPAGATION
Zihang Wang · Maowei Jiang · Pengyu Zeng · ruiqi li · Quangao Liu · Peter Búš
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Poster
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Wed 11:00
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Efficiency for Free: Ideal Data Are Transportable Representations
PENG SUN · Yi Jiang · Tao Lin
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Poster
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Efficient Sketches for Training Data Attribution and Studying the Loss Landscape
Andrea Schioppa
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Affinity Event
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Enhancing Data Center Efficiency for Machine Learning: The Role of Superconductors and Insights from Superconducting Power Grid Projects
Samarth Suresh · Smrithi Suresh
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Poster
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Wed 16:30
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B-ary Tree Push-Pull Method is Provably Efficient for Distributed Learning on Heterogeneous Data
Runze You · Shi Pu
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Poster
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Wed 16:30
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DEX: Data Channel Extension for Efficient CNN Inference on Tiny AI Accelerators
Taesik Gong · Fahim Kawsar · Chulhong Min
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Poster
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Thu 11:00
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Safe and Efficient: A Primal-Dual Method for Offline Convex CMDPs under Partial Data Coverage
Haobo Zhang · Xiyue Peng · Honghao Wei · Xin Liu
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Poster
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Thu 16:30
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Rethinking Memory and Communication Costs for Efficient Data Parallel Training of Large Language Models
Hanxiao Zhang · Lin JU · Chan Wu · Jinjing Huang · Youshao Xiao · Zhenglei Zhou · Zhiming fan · Zhaoxin Huan · Siyuan Li · Fanzhuang Meng · Lei Liang · Xiaolu Zhang · Jun Zhou
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Workshop
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Multi-Stage QLoRA with Augmented Structured Dialogue Corpora: Efficient and Improved Conversational Healthcare AI
Dasun Wickrama Arachchi Athukoralage · Thushari Atapattu
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Workshop
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Efficient Ensembles Improve Training Data Attribution
Junwei Deng · Ting-Wei Li · Shichang (Ray) Zhang · Jiaqi Ma
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Workshop
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Mycroft: Towards Effective and Efficient External Data Augmentation
Zain Sarwar · Van Tran · Arjun Bhagoji · Nicholas Feamster · Ben Zhao · Supriyo Chakraborty
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Workshop
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Precise Lens Status Classification via Projection Tuning for Efficient Adaptation to Data Shifts in Small Cataract Image Datasets
Ji Young Byun · Jordan Shuff · Kunal S. Parikh · Rama Chellappa
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