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Towards Understanding Label Regularization for Fine-tuning Pre-trained Language Models



Ivan Kobyzev , Aref Jafari , Mehdi Rezagholizadeh , Tianda Li , Alan Do-Omri , Peng Lu , Ali Ghodsi , Pascal Poupart


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Theoretical Connection between Locally Linear Embedding, Factor Analysis, and Probabilistic PCA



Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

* Accepted for presentation at the Canadian AI 2022 (Canadian Conference on Artificial Intelligence). This paper has some shared materials with our other paper arXiv:2104.01525 but its focus and aim are different from that paper 

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When Chosen Wisely, More Data Is What You Need: A Universal Sample-Efficient Strategy For Data Augmentation



Ehsan Kamalloo , Mehdi Rezagholizadeh , Ali Ghodsi

* ACL 2022 Findings 

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Spectral, Probabilistic, and Deep Metric Learning: Tutorial and Survey



Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

* To appear as a part of an upcoming textbook on dimensionality reduction and manifold learning 

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Generative Adversarial Networks and Adversarial Autoencoders: Tutorial and Survey



Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

* To appear as a part of an upcoming textbook on dimensionality reduction and manifold learning 

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Sufficient Dimension Reduction for High-Dimensional Regression and Low-Dimensional Embedding: Tutorial and Survey



Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

* To appear as a part of an upcoming textbook on dimensionality reduction and manifold learning 

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Pro-KD: Progressive Distillation by Following the Footsteps of the Teacher



Mehdi Rezagholizadeh , Aref Jafari , Puneeth Salad , Pranav Sharma , Ali Saheb Pasand , Ali Ghodsi


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KKT Conditions, First-Order and Second-Order Optimization, and Distributed Optimization: Tutorial and Survey



Benyamin Ghojogh , Ali Ghodsi , Fakhri Karray , Mark Crowley

* To appear partly as a part of an upcoming textbook on dimensionality reduction and manifold learning 

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Knowledge Distillation with Noisy Labels for Natural Language Understanding



Shivendra Bhardwaj , Abbas Ghaddar , Ahmad Rashid , Khalil Bibi , Chengyang Li , Ali Ghodsi , Philippe Langlais , Mehdi Rezagholizadeh


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How to Select One Among All? An Extensive Empirical Study Towards the Robustness of Knowledge Distillation in Natural Language Understanding



Tianda Li , Ahmad Rashid , Aref Jafari , Pranav Sharma , Ali Ghodsi , Mehdi Rezagholizadeh

* Accepted as EMNLP 2021 Findings 

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