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Xipeng Shen

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titleconferencedate
Reductive Analysis with Compiler-Guided Large Language Models for Input-Centric Code(…)PLDI 20252025-06-16
Uses a compiler-guided LLM pipeline that applies reductive analysis over the call graph, one function at a time, with prompt templates and a map-reduce token…
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Automated Translation of Functional Big Data Queries to SQLOOPSLA 20232023-10-23
Translates Spark RDD-style functional queries to SQL using counterexample-guided inductive synthesis plus a novel column-wise decomposition that extracts…
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Decentralized Application-Level Adaptive Scheduling for Multi-Instance DNNs on...USENIX ATC '232023-07-10
A user‑level scheduler implements decentralized DQN agents (lightweight 2–5 fully connected layers) inside each app to pick execution configurations (CPU…
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Coarsening Optimization for Differentiable ProgrammingOOPSLA 20212021-10-17
Paper presents coarsening optimization that raises segments to symbolic level, applies differentiation and lowers optimized code, and reports several-times to…
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UDF to SQL Translation through Compositional Lazy Inductive SynthesisOOPSLA 20212021-10-17
A tool called CLIS implements compositional lazy inductive synthesis to convert Scala UDFs into pure SQL by building a data‑flow graph, applying DFG…
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