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James Liu I'm a Member of Technical Staff at Anthropic, where I work on TPU kernels. I'm finishing up my undergrad at MIT, where I was fortunate to work with Han Guo, Yoon Kim, and Song Han. I spent some time at Together AI as a research intern, where I was fortunate to work with Tianle Cai, Tri Dao, and Ben Athiwaratkun along with several other talented people. |
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ResearchI'm mainly interested in efficient machine learning, with a focus on hardware-aware algorithms. |
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Training-Free Activation Sparsity in Large Language Models.
James Liu, Pragaash Ponnusamy, Tianle Cai, Han Guo, Yoon Kim, Ben Athiwaratkun ICLR, 2025 (Spotlight) GitHub / arXiv |
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BitDelta: Your Fine-Tune May Only Be Worth One Bit
James Liu, Guangxuan Xiao, Kai Li, Jason D. Lee, Song Han, Tri Dao, Tianle Cai NeurIPS, 2024 GitHub / arXiv |
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