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Charith Mendis

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VTC: DNN Compilation with Virtual Tensors for Data Movement Elimination20th USENIX Symposium on Operating Systems Design and Implementation (OSDI '26)2026-07-13
VTC introduces virtual tensor representations that map logical indices to multiple physical buffers to eliminate intermediate data-movement kernels, implements…
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CERES: Making Equality Saturation Memory-ScalableEGRAPHS 20262026-06-15
CERES is a rewrite scheduler that picks a small subset of equality saturation rewrites with a cross-entropy sampler and applies them to keep e-graphs under a…
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GALA: A High Performance Graph Neural Network Acceleration LAnguage and CompilerOOPSLA 20252025-10-16
GALA is a domain-specific language and compiler that composes intra-operator scheduling commands with automatic inter-operator rewrites via two novel IRs, a…
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Automated Verification of Soundness of DNN CertifiersOOPSLA 20252025-10-16
Automates soundness checks for abstract-interpretation DNN certifiers by encoding certifier specs in the ConstraintFlow DSL, translating networks to a symbolic…
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Optimizations and abstractions for sparse machine learningSparse 20252025-06-16
Holistic optimizations trade between sparse and dense work using matrix reassociations and an offline/online compiler called sensei that picks the fastest…
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MISAAL: Synthesis-Based Automatic Generation of Efficient and Retargetable(…)PLDI 20252025-06-16
MISAAL is a synthesis-based compiler that moves expensive synthesis offline, uses instruction semantics to generate automated swizzle operators and…
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TensorRight: Automated Verification of Tensor Graph RewritesPOPL 20252025-01-19
TensorRight presents an automated verifier that proves tensor-graph rewrites correct for tensors of arbitrary rank and size by encoding rules in a new core…
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goSLP - Globally Optimized Superword Level Parallelism FrameworkOOPSLA 20182018-11-07
goSLP formulates SLP statement packing as an ILP solver optimization across whole functions, then solves vector permutation selection with dynamic programming…
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