Title
Knowledge Neurons in Pretrained Transformers Damai Dai Li Dong Y. Hao Zhifang Sui Baobao Chang Furu Wei KELM MU 79 449 0 18 Apr 2021
Probing artificial neural networks: insights from neuroscience Anna A. Ivanova John Hewitt Noga Zaslavsky 38 16 0 16 Apr 2021
Neural population geometry: An approach for understanding biological and artificial neural networks SueYeon Chung L. F. Abbott AI4CE 39 209 0 14 Apr 2021
Disentangling Syntax and Semantics in the Brain with Deep Networks Charlotte Caucheteux Alexandre Gramfort J. King 93 72 0 02 Mar 2021
Probing Classifiers: Promises, Shortcomings, and Advances Yonatan Belinkov 256 443 0 24 Feb 2021
Understanding the Role of Individual Units in a Deep Neural Network David Bau Jun-Yan Zhu Hendrik Strobelt Àgata Lapedriza Bolei Zhou Antonio Torralba GAN 65 449 0 10 Sep 2020
Intelligence plays dice: Stochasticity is essential for machine learning M. Sabuncu 122 6 0 17 Aug 2020
Levels of Analysis for Machine Learning Jessica B. Hamrick S. Mohamed 43 16 0 06 Apr 2020
Information-Theoretic Probing with Minimum Description Length Elena Voita Ivan Titov 71 274 0 27 Mar 2020
Deep Randomized Neural Networks Claudio Gallicchio Simone Scardapane OOD 67 64 0 27 Feb 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 539 4,773 0 23 Jan 2020
Designing and Interpreting Probes with Control Tasks John Hewitt Percy Liang 58 536 0 08 Sep 2019
What does it mean to understand a neural network? Timothy Lillicrap Konrad Paul Kording 43 43 0 15 Jul 2019
What Does BERT Look At? An Analysis of BERT's Attention Kevin Clark Urvashi Khandelwal Omer Levy Christopher D. Manning MILM 209 1,592 0 11 Jun 2019
Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned Elena Voita David Talbot F. Moiseev Rico Sennrich Ivan Titov 106 1,134 0 23 May 2019
BERT Rediscovers the Classical NLP Pipeline Ian Tenney Dipanjan Das Ellie Pavlick MILM SSeg 129 1,469 0 15 May 2019
Similarity of Neural Network Representations Revisited Simon Kornblith Mohammad Norouzi Honglak Lee Geoffrey E. Hinton 136 1,408 0 01 May 2019
A Review of Modularization Techniques in Artificial Neural Networks Mohammed Amer Tomás Maul 54 80 0 29 Apr 2019
The emergence of number and syntax units in LSTM language models Yair Lakretz Germán Kruszewski T. Desbordes Dieuwke Hupkes S. Dehaene Marco Baroni 44 170 0 18 Mar 2019
ImageNet-trained CNNs are biased towards texture; increasing shape bias improves accuracy and robustness Robert Geirhos Patricia Rubisch Claudio Michaelis Matthias Bethge Felix Wichmann Wieland Brendel 96 2,662 0 29 Nov 2018
Deep Reinforcement Learning in a Handful of Trials using Probabilistic Dynamics Models Kurtland Chua Roberto Calandra R. McAllister Sergey Levine BDL 210 1,272 0 30 May 2018
Deep Learning Scaling is Predictable, Empirically Joel Hestness Sharan Narang Newsha Ardalani G. Diamos Heewoo Jun Hassan Kianinejad Md. Mostofa Ali Patwary Yang Yang Yanqi Zhou 87 736 0 01 Dec 2017
Classification and Geometry of General Perceptual Manifolds SueYeon Chung Daniel D. Lee H. Sompolinsky 52 154 0 17 Oct 2017
Learning to Generate Reviews and Discovering Sentiment Alec Radford Rafal Jozefowicz Ilya Sutskever 93 508 0 05 Apr 2017
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 376 3,776 0 28 Feb 2017
Understanding intermediate layers using linear classifier probes Guillaume Alain Yoshua Bengio FAtt 137 941 0 05 Oct 2016
Causal interpretation rules for encoding and decoding models in neuroimaging S. Weichwald Timm Meyer Ozan Özdenizci Bernhard Schölkopf T. Ball Moritz Grosse-Wentrup AI4CE CML 39 107 0 15 Nov 2015
Demixed principal component analysis of population activity in higher cortical areas reveals independent representation of task parameters D. Kobak Wieland Brendel C. Constantinidis C. Feierstein Adam Kepecs Z. Mainen R. Romo Xue-Lian Qi N. Uchida C. Machens 79 466 0 22 Oct 2014
Intriguing properties of neural networks Christian Szegedy Wojciech Zaremba Ilya Sutskever Joan Bruna D. Erhan Ian Goodfellow Rob Fergus AAML 249 14,912 1 21 Dec 2013
Visualizing and Understanding Convolutional Networks Matthew D. Zeiler Rob Fergus FAtt SSL 541 15,874 0 12 Nov 2013
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 365 33,500 0 16 Oct 2013
The evolutionary origins of modularity Jeff Clune Jean-Baptiste Mouret Hod Lipson 73 579 0 11 Jul 2012