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MetaKernel: Enabling Efficient Encrypted Neural Network Inference Through Unified MVM(…)OOPSLA 20252025-10-16
MetaKernel: Enabling Efficient Encrypted Neural Network Inference through Unified MVM and Convolution (Video, OOPSLA2 2025) Peng Yuan, Yan Liu, JianXin Lai…
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Fast Client-Driven CFL-Reachability via Regularization-Based Graph SimplificationOOPSLA 20252025-10-16
MoYe is a regularization-based graph simplification that prunes edges that cannot lie on any CFL-reachable source-to-sink path by over-approximating the…
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Boosting the Performance of Alias-Aware IFDS Analysis with CFL-based Environment(…)OOPSLA 20242024-10-20
Reinterprets access-path generation as a Context-Free Language and casts field sensitivity as an IDE problem, implements the idea in IDEDroid and compares it…
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Iterative-Epoch Online Cycle Elimination for Context-Free Language ReachabilityOOPSLA 20242024-10-20
An iterative-epoch framework identifies grammar transitive symbols and collapses on-the-fly cycles in CFL-reachability graphs, reducing worklist blowup and…
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A Container-Usage-Pattern-Based Context Debloating Approach for Object-Sensitiv...OOPSLA 20232023-10-23
A new preanalysis called DebloaterX uses three container-usage patterns and a limited field sensitive DFA to mark container objects as context dependent or…
Talk
Machine Learning Acceleration in an Embedded WorldCODES+ISSS 20222022-10-07
Four short systems with concrete claims and artifacts: a crossbar-friendly DNN pruning method that extracts reusable segment shapes to map many filters into…
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Selective Context-Sensitivity for k-CFA with CFL-ReachabilitySAS 20212021-10-17
Presents a concrete method that uses CFL-reachability pre-analysis to decide which program nodes need k-CFA context-sensitivity, builds a fast verifier that…
Talk
Automatic Synthesis of Data-Flow AnalyzersSAS 20212021-10-17
A tool called DFASy automatically synthesizes intraprocedural, path‑insensitive data‑flow analyzers from a CFG plus expected before/after facts, producing flow…
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Scaph: Scalable GPU-Accelerated Graph Processing with Value-Driven Differential...USENIX ATC '202020-07-15
Scaph is a GPU-accelerated system that partitions graphs into host-resident subgraphs and adaptively classifies each iteration whether a subgraph is high-value…
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