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ORCIDIsmail Nejjar
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2020 – today
- 2026
[j8]Ismail Nejjar
, Gaëtan Frusque, Florent Forest, Olga Fink:
Uncertainty-guided alignment for unsupervised domain adaptation in regression. Reliab. Eng. Syst. Saf. 270: 112143 (2026)- [j7]Olga Fink, Vinay Sharma, Ismail Nejjar, Leandro Von Krannichfeldt, Sergei Garmaev, Zepeng Zhang, Amaury Wei, Gaëtan Frusque, Florent Forest, Mengjie Zhao, Chi-Ching Hsu, Keivan Faghih Niresi, Han Sun, Hao Dong, Chenghao Xu, Raffael Theiler, Arthur Bizzi, Kevin Steiner:
From physics to machine learning and back: Part I - Learning with inductive biases in prognostics and health management (PHM). Reliab. Eng. Syst. Saf. 271: 112213 (2026) - [j6]Olga Fink, Ismail Nejjar, Vinay Sharma, Keivan Faghih Niresi, Han Sun, Hao Dong, Chenghao Xu, Amaury Wei, Arthur Bizzi, Raffael Theiler, Yuan Tian, Leandro Von Krannichfeldt, Zhan Ma, Sergei Garmaev, Zepeng Zhang, Mengjie Zhao, Kevin Steiner, Yusuf Kesmen:
From physics to machine learning and back: Part II - Learning and observational bias in prognostics and health management (PHM). Reliab. Eng. Syst. Saf. 274: 112376 (2026) - [i12]Amaury Wei, Ismail Nejjar, Olga Fink:
Rethinking Object-Centric Representations for Video Dynamics Modeling. CoRR abs/2606.23436 (2026) - 2025
- [j5]Keivan Faghih Niresi, Ismail Nejjar, Olga Fink:
Efficient Unsupervised Domain Adaptation Regression for Spatial-Temporal Sensor Fusion. IEEE Internet Things J. 12(20): 42559-42572 (2025) - [j4]Ismail Nejjar, Hao Dong, Olga Fink:
Recall and Refine: A Simple but Effective Source-free Open- set Domain Adaptation Framework. Trans. Mach. Learn. Res. 2025 (2025) - [j3]Gaëtan Frusque, Ismail Nejjar, Majid Nabavi, Olga Fink:
Semisupervised Health Index Monitoring With Feature Generation and Fusion. IEEE Trans. Reliab. 74(3): 4005-4019 (2025) - [c4]Han Sun, Rui Gong, Ismail Nejjar, Olga Fink:
DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation. ICLR 2025 - [i11]Han Sun, Rui Gong, Ismail Nejjar, Olga Fink:
DynAlign: Unsupervised Dynamic Taxonomy Alignment for Cross-Domain Segmentation. CoRR abs/2501.16410 (2025) - [i10]Olga Fink, Ismail Nejjar, Vinay Sharma, Keivan Faghih Niresi, Han Sun, Hao Dong, Chenghao Xu, Amaury Wei, Arthur Bizzi, Raffael Theiler, Yuan Tian, Leandro Von Krannichfeldt, Zhan Ma, Sergei Garmaev, Zepeng Zhang, Mengjie Zhao:
From Physics to Machine Learning and Back: Part II - Learning and Observational Bias in PHM. CoRR abs/2509.21207 (2025) - 2024
- [j2]Ismail Nejjar, Fabian Geissmann, Mengjie Zhao, Cees Taal, Olga Fink:
Domain adaptation via alignment of operation profile for Remaining Useful Lifetime prediction. Reliab. Eng. Syst. Saf. 242: 109718 (2024) - [j1]Ismail Nejjar, Faez Ahmed, Olga Fink:
IM-Context: In-Context Learning for Imbalanced Regression Tasks. Trans. Mach. Learn. Res. 2024 (2024) - [i9]Ismail Nejjar, Gaëtan Frusque, Florent Forest, Olga Fink:
Uncertainty-Guided Alignment for Unsupervised Domain Adaptation in Regression. CoRR abs/2401.13721 (2024) - [i8]Ismail Nejjar, Faez Ahmed, Olga Fink:
IM-Context: In-Context Learning for Imbalanced Regression Tasks. CoRR abs/2405.18202 (2024) - [i7]Keivan Faghih Niresi, Ismail Nejjar, Olga Fink:
Efficient Unsupervised Domain Adaptation Regression for Spatial-Temporal Air Quality Sensor Fusion. CoRR abs/2411.06917 (2024) - [i6]Ismail Nejjar, Hao Dong, Olga Fink:
Recall and Refine: A Simple but Effective Source-free Open-set Domain Adaptation Framework. CoRR abs/2411.12558 (2024) - 2023
- [c3]Ismail Nejjar, Qin Wang, Olga Fink:
DARE-GRAM : Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices. CVPR 2023: 11744-11754 - [c2]Hao Dong, Ismail Nejjar, Han Sun, Eleni N. Chatzi, Olga Fink:
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization. NeurIPS 2023 - [i5]Ismail Nejjar, Fabian Geissmann, Mengjie Zhao, Cees Taal, Olga Fink:
Domain Adaptation via Alignment of Operation Profile for Remaining Useful Lifetime Prediction. CoRR abs/2302.01704 (2023) - [i4]Ismail Nejjar, Qin Wang, Olga Fink:
DARE-GRAM : Unsupervised Domain Adaptation Regression by Aligning Inverse Gram Matrices. CoRR abs/2303.13325 (2023) - [i3]Hao Dong, Ismail Nejjar, Han Sun, Eleni N. Chatzi, Olga Fink:
SimMMDG: A Simple and Effective Framework for Multi-modal Domain Generalization. CoRR abs/2310.19795 (2023) - [i2]Gaëtan Frusque, Ismail Nejjar, Majid Nabavi, Olga Fink:
Semi-Supervised Health Index Monitoring with Feature Generation and Fusion. CoRR abs/2312.02867 (2023) - 2022
- [c1]Ismail Nejjar, Jean Meunier-Pion, Gaëtan Frusque, Olga Fink:
DG-Mix: Domain Generalization for Anomalous Sound Detection Based on Self-Supervised Learning. DCASE 2022 - 2021
- [i1]Mohammadhossein Bahari, Ismail Nejjar, Alexandre Alahi:
Injecting Knowledge in Data-driven Vehicle Trajectory Predictors. CoRR abs/2103.04854 (2021)
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