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Workshop
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CSKV: Training-Efficient Channel Shrinking for KV Cache in Long-Context Scenarios
Luning Wang · Shiyao Li · Xuefei Ning · Zhihang Yuan · Shengen Yan · Guohao Dai · Yu Wang
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Workshop
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Sat 11:00
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Optimizing Data Use for Efficient Pre-training
Danqi Chen
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Poster
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Thu 16:30
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SAFE: Slow and Fast Parameter-Efficient Tuning for Continual Learning with Pre-Trained Models
Linglan Zhao · Xuerui Zhang · Ke Yan · Shouhong Ding · Weiran Huang
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Workshop
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Enabling Resource-Efficient On-Device Fine-Tuning of LLMs Using Only Inference Engines
Lei Gao · Amir Ziashahabi · Yue Niu · Salman Avestimehr · Murali Annavaram
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Workshop
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NeuZip: Memory-Efficient Training and Inference with Dynamic Compression of Neural Networks
Yongchang Hao · Yanshuai Cao · Lili Mou
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Workshop
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Dynamic Subset Tuning: Expanding the Operational Range of Parameter-Efficient Training for Large Language Models
Felix Stahlberg · Jared Lichtarge · Shankar Kumar
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Workshop
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The EarlyBird Gets the WORM: Heuristically Accelerating EarlyBird Convergence
Adithya Vasudev
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Expo Talk Panel
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Tue 16:00
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Colossal-AI: Breakthroughs in Efficient AI Training and Implementation
James Demmel
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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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Accelerating Memory-Efficient LLM Training and Fine-Tuning via Tracking the Gradient Subspace
Sahar Rajabi · Sirisha Rambhatla
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Workshop
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Text Summarization With Graph Attention Networks
Mohammadreza Ardestani · Yllias Chali
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Poster
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Wed 11:00
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Memory-Efficient LLM Training with Online Subspace Descent
Kaizhao Liang · Bo Liu · Lizhang Chen · Qiang Liu
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