Navid Mohammadi Foumani

13 papers A* 1A 1Journal 9Unranked 2
YearRankTypeTitle / Venue / Authors
2025 — conf
CNN-Transformer with Absolute Positional Encoding Optimized for Low-Dimensional Inputs: Applied to Estimate Sliding Drop Width.
ECML/PKDD (9)
Sajjad Shumaly, Fahimeh Darvish, Mahsa Salehi, Navid Mohammadi Foumani, Oleksandra Kukharenko, Hans-Jürgen Butt, Ulrich Schwanecke, Rüdiger Berger
2025 J jnl
EEG-X: Device-Agnostic and Noise-Robust Foundation Model for EEG.
CoRR
Navid Mohammadi Foumani, Soheila Ghane, Nam Nguyen, Mahsa Salehi, Geoffrey I. Webb, Geoffrey Mackellar
2025 J jnl
KnowEEG: Explainable Knowledge Driven EEG Classification.
CoRR
Amarpal Sahota, Navid Mohammadi Foumani, Raúl Santos-Rodríguez, Zahraa S. Abdallah
2025 J jnl
MONSTER: Monash Scalable Time Series Evaluation Repository.
CoRR
Angus Dempster, Navid Mohammadi Foumani, Chang Wei Tan, Lynn Miller, Amish Mishra, Mahsa Salehi, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb
2025 J jnl
MONSTER: Monash Scalable Time Series Evaluation Repository.
J. Data-centric Mach. Learn. Res.
Angus Dempster, Navid Mohammadi Foumani, Chang Wei Tan, Lynn Miller, Amish Mishra, Mahsa Salehi, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb
2024 J jnl
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey.
ACM Comput. Surv.
Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi
2024 A* conf
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs.
KDD
Navid Mohammadi Foumani, Geoffrey Mackellar, Soheila Ghane, Saad Irtza, Nam Nguyen, Mahsa Salehi
2024 J jnl
EEG2Rep: Enhancing Self-supervised EEG Representation Through Informative Masked Inputs.
CoRR
Navid Mohammadi Foumani, Geoffrey Mackellar, Soheila Ghane, Saad Irtza, Nam Nguyen, Mahsa Salehi
2024 — conf
Highly Scalable Time Series Classification for Very Large Datasets.
AALTD@ECML/PKDD
Angus Dempster, Chang Wei Tan, Lynn Miller, Navid Mohammadi Foumani, Daniel F. Schmidt, Geoffrey I. Webb
2024 J jnl
Improving position encoding of transformers for multivariate time series classification.
Data Min. Knowl. Discov.
Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Mahsa Salehi
2024 A conf
Measuring Affective and Motivational States as Conditions for Cognitive and Metacognitive Processing in Self-Regulated Learning.
LAK
Mladen Rakovic, Yuheng Li, Navid Mohammadi Foumani, Mahsa Salehi, Levin Kuhlmann, Geoffrey Mackellar, Roberto Martínez Maldonado, Gholamreza Haffari, Zachari Swiecki, Xinyu Li, Guanliang Chen, Dragan Gasevic
2024 J jnl
Series2vec: similarity-based self-supervised representation learning for time series classification.
Data Min. Knowl. Discov.
Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi
2023 J jnl
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification.
CoRR
Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi