Antonio Arauzo-Azofra

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Architecture Design (Transformers, SSMs, MoE) (1)Training Efficiency & Optimization (1)

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José Alberto Rodríguez (1)Luis Balderas (1)Miguel Lastra (1)José M. Benítez (1)

Papers (1)

May 21, 2026

José Alberto Rodríguez +4May 21, 2026

ChronoVAE-HOPE: Beyond Attention -- A Next-Generation VAE Foundation Model for Specialized Time Series Classification

Ditch quadratic attention and unlock structured time series representations: ChronoVAE-HOPE achieves strong classification performance by disentangling trend and seasonal components with a novel dual-memory VAE.

José Alberto Rodríguez, Luis Balderas, Miguel Lastra +2

Architecture Design (Transformers, SSMs, MoE)Training Efficiency & Optimization

Antonio Arauzo-Azofra

Research focus

Frequent co-authors

Papers (1)

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Antonio Arauzo-Azofra

Research focus

Frequent co-authors

Papers (1)