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Jilai Pan

2 accepted papers

2026

A Hierarchical Circuit Symbolic Discovery Framework for Efficient Logic Optimization

ICLR 2026poster

The efficiency of Logic Optimization (LO) has become one of the key bottlenecks in chip design. To prompt efficient LO, many graph-based machine learning (ML) methods, such as graph neural networks (GNNs), have been proposed to predict and prune a large number of ineffective subgraphs of the LO heur…

Cited by 0SourceScholar
2025

Accelerating Large Language Model Reasoning via Speculative Search

ICML 2025poster

Tree-search-based reasoning methods have significantly enhanced the reasoning capability of large language models (LLMs) by facilitating the exploration of multiple intermediate reasoning steps, i.e., thoughts. However, these methods suffer from substantial inference latency, as they have to generat…

Cited by 0SourcePDFScholar