Siyu Yu — accepted AI-conference papers

2026

LOGPTR: VARIABLE-AWARE LOG PARSING WITH POINTER NETWORK

Yifan Wu, Bingxu Chai, Siyu Yu, Pinjia He, Wei Jiang

ICASSP 2026poster

Due to the sheer size of software logs, developers rely on automated log analysis. Log parsing, which parses semi-structured logs into a structured format, is a prerequisite of automated log analysis. However, existing log parsers are unsatisfactory when applied in practice because they 1) ignore ca…

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2024

Prospective Learning: Learning for a Dynamic Future

Ashwin De Silva, Rahul Ramesh, Rubing Yang, Siyu Yu, Joshua T Vogelstein, Pratik Chaudhari

NeurIPS 2024poster

In real-world applications, the distribution of the data, and our goals, evolve over time. The prevailing theoretical framework for studying machine learning, namely probably approximately correct (PAC) learning, largely ignores time. As a consequence, existing strategies to address the dynamic natu…

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