Adrien Petralia

According to our database, Adrien Petralia authored at least 8 papers between 2023 and 2026.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2026

Investigating simple target-covariate relationships for Chronos-2 and TabPFN-TS.

Gaspard Berthelier, Mariia Baranova, Andrei Tiberiu Pantea, Etienne Le Naour, Adrien Petralia, Tahar Nabil, Themis Palpanas

CoRR, May, 2026

Are Time-Indexed Foundation Models the Future of Time Series Imputation?

Etienne Le Naour, Tahar Nabil, Adrien Petralia, Ghislain Agoua

Trans. Mach. Learn. Res., 2026

2025

Deep Learning for Electricity Consumption Time Series Analytics. (Apprentissage profond pour la caractérisation des séries temporelles de consommation électrique).

Adrien Petralia

PhD thesis, 2025

NILMFormer: Non-Intrusive Load Monitoring that Accounts for Non-Stationarity.

Adrien Petralia, Philippe Charpentier, Youssef Kadhi, Themis Palpanas

Proceedings of the 31st ACM SIGKDD Conference on Knowledge Discovery and Data Mining, V.2, 2025

DeviceScope: An Interactive App to Detect and Localize Appliance Patterns in Electricity Consumption Time Series.

Adrien Petralia, Paul Boniol, Philippe Charpentier, Themis Palpanas

Proceedings of the 41st IEEE International Conference on Data Engineering, 2025

Few Labels are All you Need: A Weakly Supervised Framework for Appliance Localization in Smart-Meter Series.

Adrien Petralia, Paul Boniol, Philippe Charpentier, Themis Palpanas

Proceedings of the 41st IEEE International Conference on Data Engineering, 2025

2023

ADF & TransApp: A Transformer-Based Framework for Appliance Detection Using Smart Meter Consumption Series.

Adrien Petralia, Philippe Charpentier, Themis Palpanas

Proc. VLDB Endow., November, 2023

Appliance Detection Using Very Low-Frequency Smart Meter Time Series.

Adrien Petralia, Philippe Charpentier, Paul Boniol, Themis Palpanas

Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023