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.

168,695 papers · 148 categories

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2 results for “Encoder-free”

Half-AVAE: Adversarial-Enhanced Factorized and Structured Encoder-Free VAE for Underdetermined Independent Component Analysisstat.ML

Half-AVAE enhances VAE for underdetermined ICA with adversarial training.

problem Challenges in ICA under underdetermined conditions.

method Encoder-free VAE with adversarial networks and EE terms.

result Half-AVAE outperforms baseline models in underdetermined ICA.

ICA VAE Adversarial Underdetermined Encoder-free

2025-06-08abs ↗pdf ↗

Half-VAE: An Encoder-Free VAE to Bypass Explicit Inverse Mappingstat.ML

A new VAE approach solves inverse problems without explicit inverse mapping.

problem Solving inverse problems without explicit inverse mapping.

method Discarding the encoder in VAE architecture, directly optimizing latent variables.

result The latent variables can exhibit mutually independent properties without an encoding process.

Inverse Problems Variational Autoencoders Independent Component Analysis Bayesian Inference Deep Learning

2024-09-06abs ↗pdf ↗