Research
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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.

168,932 papers · 148 categories

Trend · papers per month

count% of corpus
0111 · Sep 201719922001200920172026
6 results for “non-determinism”
Non-Determinism in Neural Networks for Adversarial Robustnesscs.LG

A new neural network model enhances adversarial robustness without sacrificing task performance.

problem Adversarial attacks on neural networks deployed in real-world scenarios.
method Proposes a novel neural network paradigm where each parameter is modeled as a statistical distribution with learnable parameters.
result Demonstrates highly robust performance to various adversarial attacks while maintaining task-specific performance.
adversarial robustnessneural networksnon-determinismstatistical distributionsrobustness
2019-05-26abs ↗pdf ↗
Batch norm with entropic regularization turns deterministic autoencoders into generative modelscs.LG

Batch normalization with regularization turns deterministic autoencoders into generative models.

problem Creating generative models from deterministic autoencoders.
method Using batch normalization as a source of non-determinism and adding entropic regularization.
result Deterministic autoencoders can be transformed into generative models with similar performance to variational autoencoders.
batch normalizationautoencodersgenerative modelsvariational autoencodersentropic regularization
2020-02-25abs ↗pdf ↗
Deep Reinforcement Learning that Matterscs.LG

In recent years, significant progress has been made in solving challenging problems across various domains using deep reinforcement learning (RL). Reproducing existing work and accurately judging the improvements offered by novel methods is vital to sustaining this progress. Unfortunately, reproducing results for state…

2017-09-19abs ↗pdf ↗