Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals

Tam Nguyen, Tan Nguyen, Richard G. Baraniuk. Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals. In Alice Oh, Tristan Naumann, Amir Globerson, Kate Saenko, Moritz Hardt, Sergey Levine, editors, Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023. 2023. [doi]

@inproceedings{NguyenNB23-2,
  title = {Mitigating Over-smoothing in Transformers via Regularized Nonlocal Functionals},
  author = {Tam Nguyen and Tan Nguyen and Richard G. Baraniuk},
  year = {2023},
  url = {http://papers.nips.cc/paper_files/paper/2023/hash/fde1a69a5b6e554b2f1f727197d2651d-Abstract-Conference.html},
  researchr = {https://researchr.org/publication/NguyenNB23-2},
  cites = {0},
  citedby = {0},
  booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans, LA, USA, December 10 - 16, 2023},
  editor = {Alice Oh and Tristan Naumann and Amir Globerson and Kate Saenko and Moritz Hardt and Sergey Levine},
}