Research

  1. Continual Learning for Autoregressive PDE Surrogates under Evolving Physical Regimes Hamed Hemati, Binh Duong Nguyen, Stefan Sandfeld 2026 · Machine Learning for Computational Science and Engineering
  2. Continual Learning in the Presence of Repetition Hamed Hemati, Lorenzo Pellegrini, Xiaotian Duan, Zixuan Zhao, Fangfang Xia, Marc Masana, Benedikt Tscheschner, Eduardo Veas, Yuxiang Zheng, Shiji Zhao, Shao-Yuan Li, Sheng-Jun Huang, Vincenzo Lomonaco, Gido M Ven 2025 · Neural Networks
  3. Sample Weight Estimation Using Meta-Updates for Online Continual Learning Hamed Hemati, Damian Borth 2024 · Preprint
  4. A Comprehensive Empirical Evaluation on Online Continual Learning Albin Soutif–Cormerais, Antonio Carta, Andrea Cossu, Julio Hurtado, Hamed Hemati, Vincenzo Lomonaco, Joost Van Weijer 2023 · ICCV Workshop on Visual Continual Learning
  5. Avalanche: A PyTorch Library for Deep Continual Learning Antonio Carta, Lorenzo Pellegrini, Andrea Cossu, Hamed Hemati, Vincenzo Lomonaco 2023 · Journal of Machine Learning Research
  6. Partial Hypernetworks for Continual Learning Hamed Hemati, Vincenzo Lomonaco, Davide Bacciu, Damian Borth 2023 · Conference on Lifelong Learning Agents
  7. Class-Incremental Learning with Repetition Hamed Hemati, Andrea Cossu, Antonio Carta, Julio Hurtado, Lorenzo Pellegrini, Davide Bacciu, Vincenzo Lomonaco, Damian Borth 2023 · Conference on Lifelong Learning Agents
  8. Federated Continual Learning to Detect Accounting Anomalies in Financial Auditing Marco Schreyer, Hamed Hemati, Damian Borth, Miklos A. Vasarhelyi 2022 · Preprint
  9. Generative Data Augmentation Guided by Triplet Loss for Speech Emotion Recognition Shijun Wang, Hamed Hemati, Jón Guðnason, Damian Borth 2022 · INTERSPEECH
  10. Continual Learning for Unsupervised Anomaly Detection in Continuous Auditing of Financial Accounting Data Hamed Hemati, Marco Schreyer, Damian Borth 2022 · AAAI Workshop on AI in Financial Services
  11. Continual Speaker Adaptation for Text-to-Speech Synthesis Hamed Hemati, Damian Borth 2021 · Preprint
  12. Using IPA-Based Tacotron for Data Efficient Cross-Lingual Speaker Adaptation and Pronunciation Enhancement Hamed Hemati, Damian Borth 2020 · Preprint