Training opposing directed models using geometric mean matching. - Jörg Bornschein; Samira Shabanian; Asja Fischer; Yoshua Bengio (CoRR, 2015)

Bidirectional Helmholtz Machines. - Jörg Bornschein; Samira Shabanian; Asja Fischer; Yoshua Bengio (ICML, 2016)

Theano: A Python framework for fast computation of mathematical expressions. - Rami Al-Rfou; Guillaume Alain; Amjad Almahairi; Christof Angermüller; Dzmitry Bahdanau; Nicolas Ballas; Frédéric Bastien; Justin Bayer; Anatoly Belikov; Alexander Belopolsky; Yoshua Bengio; Arnaud Bergeron; et al. (CoRR, 2016)

Variational Bi-LSTMs. - Samira Shabanian; Devansh Arpit; Adam Trischler; Yoshua Bengio (CoRR, 2017)

On the Learning Dynamics of Deep Neural Networks. - Remi Tachet des Combes; Mohammad Pezeshki; Samira Shabanian; Aaron C. Courville; Yoshua Bengio (CoRR, 2018)

Benchmarking Bias Mitigation Algorithms in Representation Learning through Fairness Metrics. - Charan Reddy; Deepak Sharma; Soroush Mehri; Adriana Romero-Soriano; Samira Shabanian; Sina Honari (NeurIPS Datasets and Benchmarks, 2021)

Learning to Limit Data Collection via Scaling Laws: Data Minimization Compliance in Practice. - Divya Shanmugam; Samira Shabanian; Fernando Diaz 001; Michèle Finck; Asia Biega (CoRR, 2021)

Learning to Limit Data Collection via Scaling Laws: A Computational Interpretation for the Legal Principle of Data Minimization. - Divya Shanmugam; Fernando Diaz 001; Samira Shabanian; Michèle Finck; Asia Biega (FAccT, 2022)

Deep Learning on a Healthy Data Diet: Finding Important Examples for Fairness. - Abdelrahman Zayed; Prasanna Parthasarathi; Gonçalo Mordido; Hamid Palangi; Samira Shabanian; Sarath Chandar (AAAI, 2023)

Systematic Rectification of Language Models via Dead-end Analysis. - Meng Cao 003; Mehdi Fatemi; Jackie C. K. Cheung; Samira Shabanian (ICLR, 2023)

Should We Attend More or Less? Modulating Attention for Fairness. - Abdelrahman Zayed; Gonçalo Mordido; Samira Shabanian; Sarath Chandar (CoRR, 2023)

Successor Features for Efficient Multisubject Controlled Text Generation. - Meng Cao 003; Mehdi Fatemi; Jackie Chi Kit Cheung; Samira Shabanian (CoRR, 2023)

Fairness-Aware Structured Pruning in Transformers. - Abdelrahman Zayed; Gonçalo Mordido; Samira Shabanian; Ioana Baldini; Sarath Chandar (AAAI, 2024)

Successor Features for Efficient Multi-Subject Controlled Text Generation. - Meng Cao 003; Mehdi Fatemi; Jackie C. K. Cheung; Samira Shabanian (ICML, 2024)