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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Alan Li

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Preprint Sep 2026

Efficient Record-and-Replay Arithmetic for Quantum Elliptic-Curve Point Addition

We study reversible secp256k1 point-addition circuits developed through ECDSA.Fail for Shor's elliptic-curve discrete-logarithm algorithm. Two complementary constructions improve record-and-replay GCD arithmetic: Jump-2 groups binary-GCD steps and compresses their decisions using base-5 encoding, while ping-pong uses f...

Jie-Yi Long, Theodore Pender, Zhao-Feng Huang et al. · 0 citations
Preprint Sep 2026

ECDSA.Fail: Open Autoresearch for Optimizing Elliptic-Curve Point Addition in Shor's Algorithm

We propose Open Autoresearch, a paradigm in which humans and AI agents publish evaluator-verified improvements to a public leaderboard. We instantiate it in ECDSA.Fail, optimizing reversible secp256k1 point-addition circuits, a bottleneck in Shor's algorithm for elliptic-curve cryptography. The benchmark minimizes the...

Jie-Yi Long, Theodore Pender, Zhao-Feng Huang et al. · 0 citations
Jul 2026

QBAT: Model-Based Query Budget Autotuner for Clustering-Based Approximate Nearest Neighbor Search

Two predictive models are explored: a highly accurate gradient-boosted decision tree and a simple, interpretable heuristic formula derived using the AlphaEvolve framework that can optimize budget allocation for both system performance or recall consistency priorities.

Jonghyun Bae, Tae Jun Ham, Alan Li et al. · 0 citations

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