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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.

168,657 papers · 148 categories

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0111 · Apr 202019922001200920172026
2 results for “ControlVAE”
ControlVAE: Controllable Variational Autoencodercs.LG

ControlVAE improves VAE performance by adding a controller to tune hyperparameters.

problem Existing VAE models struggle with KL vanishing and low reconstruction quality.
method ControlVAE combines a controller inspired by automatic control theory with VAE to improve performance.
result ControlVAE achieves better disentangling and reconstruction quality than existing methods.
VAEdisentanglinglanguage modelingimage generationcontroller
2020-04-13abs ↗pdf ↗
DynamicVAE: Decoupling Reconstruction Error and Disentangled Representation Learningcs.LG

DynamicVAE improves disentanglement and reconstruction accuracy without sacrificing one for the other.

problem The inherent trade-off between disentanglement and reconstruction accuracy in VAE models.
method DynamicVAE uses a modified incremental PI controller to dynamically adjust the weight β during training, decoupling disentanglement and reconstruction accuracy.
result DynamicVAE significantly improves reconstruction accuracy while maintaining disentanglement comparable to existing methods.
DynamicVAEVAEDisentanglementReconstructionControlVAE
2020-09-15abs ↗pdf ↗