On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,657 papers · 148 categories

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2 results for “unitary-gradient”

Robust-by-Design Classification via Unitary-Gradient Neural Networkscs.LG

Novel neural network approximates exact distance for robust classification.

problem Adversarial attacks on neural networks in safety-critical systems.

method Signed Distance Classifiers (SDCs) and Unitary-Gradient Neural Network.

result Approximates exact distance from classification boundary for certifiable predictions.

neural networks robustness adversarial attacks signed distance unitary-gradient

2022-09-09abs ↗pdf ↗

Absence of Barren Plateaus in Quantum Convolutional Neural Networksquant-ph

QCNNs avoid barren plateaus, making them trainable.

problem Exponentially vanishing gradients in QNNs.

method Graph-based method to analyze Haar-distributed unitaries.

result QCNNs do not exhibit barren plateaus, implying trainability.

quantum convolutional neural networks barren plateaus trainability Haar-distributed unitaries gradient scaling

2020-11-05abs ↗pdf ↗