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E. Richter

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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. · 0 citations
Jul 2026

When Close Enough Is Not Enough: Autoregressive Drift in Quantum Circuit Synthesis

The contrast between settings is the central finding: when approximate outputs can be rescued by post-processing, the transformer succeeds; when exact discrete correctness is required, autoregressive drift limits reliability, with both inference-time search and data scaling as effective levers while training-side fine-...

Mehdi Saeedi, E. Richter, P. Hartke · 0 citations

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