https://metalcyanide.github.io/projects/Recent content in Projects on Chaithanya Naik MudeHugo -- gohugo.ioen© 2026 Chaithanya Naik MudeWed, 01 Oct 2025 00:00:00 +0000https://metalcyanide.github.io/projects/leakage-speculation/Wed, 01 Oct 2025 00:00:00 +0000https://metalcyanide.github.io/projects/leakage-speculation/Speculation strategies that detect and mitigate leakage errors in QEC codes — 16% better logical error rate, 2–3× less leakage accumulation.https://metalcyanide.github.io/projects/multilevel-readout/Sun, 01 Jun 2025 00:00:00 +0000https://metalcyanide.github.io/projects/multilevel-readout/Hardware-efficient ML architectures for superconducting qubit readout — 16% accuracy gain, matched filters under 8% FPGA resources, 6.6% multi-level improvement.https://metalcyanide.github.io/projects/neutral-atom-readout/Tue, 01 Apr 2025 00:00:00 +0000https://metalcyanide.github.io/projects/neutral-atom-readout/Modular, scalable ML models for neutral-atom qubit readout — 70× smaller models than state of the art, plus image denoising for fast, accurate readout.https://metalcyanide.github.io/projects/crosstalk-security/Sat, 01 Feb 2025 00:00:00 +0000https://metalcyanide.github.io/projects/crosstalk-security/Crosstalk-based side-channel attacks on multi-tenant NISQ hardware — deciphering a victim’s circuit with graph neural networks.https://metalcyanide.github.io/projects/quantum-circuit-synthesis/Wed, 01 Jan 2025 00:00:00 +0000https://metalcyanide.github.io/projects/quantum-circuit-synthesis/A unified adaptive ML model (GAIL imitation learning) for Rz/unitary synthesis and quantum compilation across dynamic hardware configurations. Ongoing.