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Maryam Mehri Dehnavi

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Register Tiling for Unstructured Sparsity in Neural Network InferenceManaging Parallelism 20252025-10-20
PATCH produces tile-based unstructured sparsity masks using Gumbel-Softmax mask learning over tile choices and 2:4 patterns, POST-trains models for an overall…
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SpEQ: Translation of Sparse Codes using EquivalencesEGRAPHS 20242024-06-24
SpEQ is a tool (PLDI 2024) that detects when code matches small reference C implementations by translating LLVM IR into e-graphs, adding memory-version returns…
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SpEQ: Translation of Sparse Codes using EquivalencesEGRAPHS 20242024-06-24
SpEQ detects sparse-data semantics via equivalence checks that prove a CSR-style loop is equivalent to a dense reference, then uses e-graphs (equality…
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SpEQ: Translation of Sparse Codes using EquivalencesPLDI 20242024-06-24
SpEQ detects implicit sparse storage, symbolically reconstructs a dense semantics, and uses an equivalence check plus lightweight runtime guards to guarantee…
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Register Tiling for Unstructured Sparsity in Neural Network InferencePLDI 20232023-06-17
Introduces Sparse Register Tiling that uses an unroll-and-sparse-jam compile-time transformation plus compression to shrink SpMM code size and improve register…
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