Empirical Inference Conference Paper 2022

Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse

Author(s): Noci*, L. and Sotiris*, A. and Biggio*, L. and Orvieto*, A. and Singh*, S. P. and Lucchi, A.
Book Title: Advances in Neural Information Processing Systems 35 (NeurIPS 2022)
Volume: 35
Pages: 27198--27211
Year: 2022
Month: December
Editors: S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh
Publisher: Curran Associates, Inc.
Bibtex Type: Conference Paper (conference)
Event Name: 36th Annual Conference on Neural Information Processing Systems
Event Place: New Orleans Convention Center
State: Published
URL: https://proceedings.neurips.cc/paper_files/paper/2022/hash/ae0cba715b60c4052359b3d52a2cff7f-Abstract-Conference.html
Electronic Archiving: grant_archive
Note: *equal contribution
Supplement: https://proceedings.neurips.cc/paper_files/paper/2022/file/ae0cba715b60c4052359b3d52a2cff7f-Supplemental-Conference.pdf
Links:

BibTex

@conference{Nocietal22,
  title = {Signal Propagation in Transformers: Theoretical Perspectives and the Role of Rank Collapse},
  booktitle = {Advances in Neural Information Processing Systems 35 (NeurIPS 2022)},
  volume = {35},
  pages = {27198--27211},
  editors = {S. Koyejo and S. Mohamed and A. Agarwal and D. Belgrave and K. Cho and A. Oh},
  publisher = {Curran Associates, Inc.},
  month = dec,
  year = {2022},
  note = {*equal contribution},
  slug = {nocietal22},
  author = {Noci*, L. and Sotiris*, A. and Biggio*, L. and Orvieto*, A. and Singh*, S. P. and Lucchi, A.},
  url = {https://proceedings.neurips.cc/paper_files/paper/2022/hash/ae0cba715b60c4052359b3d52a2cff7f-Abstract-Conference.html},
  month_numeric = {12}
}