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.

169,051 papers · 148 categories

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2 results for “self-evaluation”

IntroVAE: Introspective Variational Autoencoders for Photographic Image Synthesiscs.LG

IntroVAE synthesizes high-quality photos by self-evaluating and improving its outputs.

problem Generating high-quality photographic images with stable and realistic results.

method Introspective Variational Autoencoder (IntroVAE) that trains inference and generator models jointly, encouraging the inference model to distinguish between generated and real samples.

result Produces high-resolution photo-realistic images comparable to or better than state-of-the-art GANs.

photographic image synthesis variational autoencoder GANs self-evaluation image quality

2018-07-17abs ↗pdf ↗

Automating concept-drift detection by self-evaluating predictive model degradationcs.LG

Paper proposes a method to automatically detect drift in machine learning models.

problem Detecting changes in class-label data distributions that affect model predictions.

method Self-evaluating predictive model degradation to detect concept drift.

result Effectiveness in automatically detecting and describing concept drift.

concept drift machine learning drift detection predictive model class-based

2019-07-18abs ↗pdf ↗