Author

Mehdi Saeedi

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Jul 2026

HeteroMosaic: Exposing and Exploiting Heterogeneous Execution Opportunities for Energy-Efficient Edge LLM Inference

HeteroMosaic first uses a heterogeneous roofline model to identify when combining iGPU and NPU execution is beneficial and decomposes inference into dependency-preserving micro-batches that expose cross-accelerator overlap and applies trace-guided co-optimization of scheduling and device allocation under practical effe...

Gregory Jun, Wesley Pang, E. Richter et al. · arXiv.org · 0 citations

Preprint Jul 2026

zkComposer: Decomposing Proof Construction to Scale zkML

Zero-knowledge machine learning (zkML) enables a server to perform verifiable inference while keeping model parameters private from the client. However, existing zkML systems incur prohibitive proof-generation costs. We observe that proof generation exhibits limited parallelism; that is, prover time does not decrease s...

Pawan Kumar Sanjaya, Christina Giannoula, Valdy Oktavian et al. · 0 citations