Search Results for author: Siyuan Xu

Found 4 papers, 1 papers with code

Federated reinforcement learning for robot motion planning with zero-shot generalization

no code implementations20 Mar 2024 Zhenyuan Yuan, Siyuan Xu, Minghui Zhu

This paper considers the problem of learning a control policy for robot motion planning with zero-shot generalization, i. e., no data collection and policy adaptation is needed when the learned policy is deployed in new environments.

Motion Planning Zero-shot Generalization

Escaping Local Optima in Global Placement

no code implementations28 Feb 2024 Ke Xue, Xi Lin, Yunqi Shi, Shixiong Kai, Siyuan Xu, Chao Qian

Placement is crucial in the physical design, as it greatly affects power, performance, and area metrics.

LLM4EDA: Emerging Progress in Large Language Models for Electronic Design Automation

1 code implementation28 Dec 2023 RuiZhe Zhong, Xingbo Du, Shixiong Kai, Zhentao Tang, Siyuan Xu, Hui-Ling Zhen, Jianye Hao, Qiang Xu, Mingxuan Yuan, Junchi Yan

Since circuit can be represented with HDL in a textual format, it is reasonable to question whether LLMs can be leveraged in the EDA field to achieve fully automated chip design and generate circuits with improved power, performance, and area (PPA).

Answer Generation Chatbot

Efficient Gradient Approximation Method for Constrained Bilevel Optimization

no code implementations3 Feb 2023 Siyuan Xu, Minghui Zhu

Bilevel optimization has been developed for many machine learning tasks with large-scale and high-dimensional data.

Bilevel Optimization Hyperparameter Optimization +1

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