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Author

Adrien Petralia

3 papers indexed here

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#artificial intelligence Preprint Oct 2026

Retrieval Over Training: Similarity search-based Model Selection for Time Series Anomaly Detection

Anomaly detection is a fundamental task for time-series analytics, with important implications for the downstream performance of many applications. Despite the large number of anomaly detection methods proposed in the literature, recent benchmark studies have shown that no single detector performs best across highly he...

Christos Panourgias, Roberto Stanzione, Adrien Petralia et al. · 0 citations
#artificial intelligence Preprint Sep 2026

LoaDiff: Conditional Generation of Electricity Consumption Time Series for Energy Analytics

LoaDiff is introduced, a diffusion-based generative model for year-long, sub-hourly smart-meter load curves that generates realistic and diverse load profiles, achieves a favorable trade-off between generation quality and limited evidence of memorization, and preserves information useful for downstream energy applicati...

M. Baranova, Adrien Petralia, Étienne Le Naour et al. · 0 citations
Preprint Jul 2026

Robostral Navigate

Robostral Navigate, an 8B vision-language model built around this scalability objective, is introduced, which consumes only a stream of monocular RGB images - the most ubiquitous sensor across robotic platforms and predicts waypoints by pointing to the next target location in the current camera view.

Abdelaziz Bounhar, Abhijeet Somani, Aditi Kabra et al. · 2 citations · ⚡1

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