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Challenges in Detoxifying Language Models


Sep 15, 2021
Johannes Welbl, Amelia Glaese, Jonathan Uesato, Sumanth Dathathri, John Mellor, Lisa Anne Hendricks, Kirsty Anderson, Pushmeet Kohli, Ben Coppin, Po-Sen Huang

* 23 pages, 6 figures, published in Findings of EMNLP 2021 

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Verifying Probabilistic Specifications with Functional Lagrangians


Feb 18, 2021
Leonard Berrada, Sumanth Dathathri, Krishnamurthy, Dvijotham, Robert Stanforth, Rudy Bunel, Jonathan Uesato, Sven Gowal, M. Pawan Kumar


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Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming


Nov 03, 2020
Sumanth Dathathri, Krishnamurthy Dvijotham, Alexey Kurakin, Aditi Raghunathan, Jonathan Uesato, Rudy Bunel, Shreya Shankar, Jacob Steinhardt, Ian Goodfellow, Percy Liang, Pushmeet Kohli


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Robust Constrained Reinforcement Learning for Continuous Control with Model Misspecification


Oct 20, 2020
Daniel J. Mankowitz, Dan A. Calian, Rae Jeong, Cosmin Paduraru, Nicolas Heess, Sumanth Dathathri, Martin Riedmiller, Timothy Mann


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Plug-and-Play Conversational Models


Oct 09, 2020
Andrea Madotto, Etsuko Ishii, Zhaojiang Lin, Sumanth Dathathri, Pascale Fung

* Accepted in EMNLP findings, and code available at https://github.com/andreamad8/PPCM 

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Counter-example Guided Learning of Bounds on Environment Behavior


Feb 06, 2020
Yuxiao Chen, Sumanth Dathathri, Tung Phan-Minh, Richard M. Murray


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Plug and Play Language Models: A Simple Approach to Controlled Text Generation


Jan 08, 2020
Sumanth Dathathri, Andrea Madotto, Janice Lan, Jane Hung, Eric Frank, Piero Molino, Jason Yosinski, Rosanne Liu


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Plug and Play Language Models: a Simple Approach to Controlled Text Generation


Dec 04, 2019
Sumanth Dathathri, Andrea Madotto, Janice Lan, Jane Hung, Eric Frank, Piero Molino, Jason Yosinski, Rosanne Liu


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Detecting Adversarial Examples via Neural Fingerprinting


Mar 29, 2018
Sumanth Dathathri, Stephan Zheng, Richard M. Murray, Yisong Yue

* First 2 authors contributed equally 

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