no code implementations • 14 Nov 2023 • Xinning Yi, Tianguang Lu, Yixiao Li, Qian Ai, Ran Hao
Therefore, this paper proposes a high-resolution collaborative planning model for electricity-thermal-hydrogen-coupled energy systems considering both the spatiotemporal distribution characteristics of renewable energy resources and the multi-scale bottom-to-top investment strategy for the complete hydrogen energy chain.
1 code implementation • 12 Oct 2023 • Yixiao Li, Yifan Yu, Chen Liang, Pengcheng He, Nikos Karampatziakis, Weizhu Chen, Tuo Zhao
Quantization is an indispensable technique for serving Large Language Models (LLMs) and has recently found its way into LoRA fine-tuning.
1 code implementation • 6 Sep 2023 • Alexander Bukharin, Yixiao Li, Pengcheng He, Weizhu Chen, Tuo Zhao
Researchers typically utilize feedback signals from the environment to handcraft a reward function, but this process is not always effective due to the varying scale and intricate dependencies of the feedback signals.
no code implementations • 20 Jun 2023 • Yixiao Li, Yifan Yu, Qingru Zhang, Chen Liang, Pengcheng He, Weizhu Chen, Tuo Zhao
Pruning enhances the diversity of low-rank approximations, and low-rank approximation prevents pruning from losing too many expressive neurons.
no code implementations • 20 Aug 2019 • Yixiao Li, Gloria Lin, Thomas Lau, Ruochen Zeng
The objective of the change-point detection is to discover the abrupt property changes lying behind the time-series data.