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Sparse autoencoders (SAEs) are a promising approach to extracting features from neural networks, enabling model interpretability as well as causal interventions on model internals.
JumpReLU: A Retrofit Defense Strategy for Adversarial Attacks, April 2019
N. Benjamin Erichson, Zhewei Yao, and Michael W. Mahoney · 1904
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Human Behaviour and the Principle of Least Effort
George K. Zipf · 1949
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Naming and Necessity: Lectures Given to the Princeton University Philosophy Colloquium
Saul A. Kripke · 1980
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All Animals Are Equal
Peter Singer · 1989
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Sparse deep belief net model for visual area V2
Honglak Lee, Chaitanya Ekanadham, and Andrew Ng · 2007
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The mathematical relationship between zipf’s law and the hierarchical scaling law
Yanguang Chen · 2011
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Building high-level features using large scale unsupervised learning, July 2012
Quoc V. Le, Marc’Aurelio Ranzato, Rajat Monga, Matthieu Devin, Kai Chen, Greg S. Corrado, Jeff Dean, and Andrew Y. Ng · 2012
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Sparse Modeling for Image and Vision Processing, December 2014
Julien Mairal, Francis Bach, and Jean Ponce · 2014
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k-Sparse Autoencoders, March 2014
Alireza Makhzani and Brendan Frey · 2014
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Adaptive computation time for recurrent neural networks, 2017
Alex Graves · 2017
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Adam: A Method for Stochastic Optimization, January 2017
Diederik P. Kingma and Jimmy Ba · 2017
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Outrageously Large Neural Networks: The Sparsely-Gated Mixture-of-Experts Layer, January 2017
Noam Shazeer, Azalia Mirhoseini, Krzysztof Maziarz, Andy Davis, Quoc Le, Geoffrey Hinton, and Jeff Dean · 2017
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The principle of least effort and zipf distribution
Yueying Zhu, Benwei Zhang, Qiuping A. Wang, Wei Li, and Xu Cai · 2018
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Language models are unsupervised multitask learners
Alec Radford, Jeff Wu, Rewon Child, David Luan, Dario Amodei, and Ilya Sutskever · 2019
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The Bitter Lesson, 2019
Richard Sutton · 2019
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Switch transformers: Scaling to trillion parameter models with simple and efficient sparsity, 2022
William Fedus, Barret Zoph, and Noam Shazeer · 2022
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[Interim research report] Taking features out of superposition with sparse autoencoders
Lee Sharkey, Dan Braun, and beren · 2022
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BatchTopK: A Simple Improvement for TopK-SAEs
Bart Bussmann, Patrick Leask, and Neel Nanda · 2024
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