Libraries & Services
Transformers
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Chefs' Random Tables: Non-Trigonometric Random Features
Valerii Likhosherstov*, Krzysztof Choromanski*, Avinava Dubey*, Frederick Liu*, Tamas Sarlos, Adrian Weller.
NeurIPS 2022.
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Leveraging redundancy in attention with Reuse Transformers
Srinadh Bhojanapalli, Ayan Chakrabarti, Andreas Veit, Michal Lukasik, Himanshu Jain, Frederick Liu, Yin-Wen Chang, Sanjiv Kumar.
Arxiv.
Attribution
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Tracing Knowledge in Language Models Back to the Training Data
Ekin Akyürek, Tolga Bolukbasi, Frederick Liu, Binbin Xiong, Ian Tenney, Jacob Andreas, Kelvin Guu.
Findings of EMNLP 2022.
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First is Better Than Last for Training Data Influence
Chih-Kuan Yeh, Ankur Taly, Mukund Sundararajan, Frederick Liu, Pradeep Ravikumar.
NeurIPS 2022.
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Threading the Needle of On and Off-Manifold Value Functions for Shapley Explanations
Chih-Kuan Yeh, Kuan-Yun Lee, Frederick Liu, Pradeep Ravikumar.
AISTATS 2022.
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Estimating Training Data Influence by Tracing Gradient Descent
Garima Pruthi*, Frederick Liu*, Satyen Kale, Mukund Sundararajan.
NeurIPS 2020 (Spotlight).
[code]
[Google AI Blog Post]
[faq]
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The Penalty Imposed by Ablated Data Augmentation
Frederick Liu, Amir Najmi, Mukund Sundararajan.
ARXIV.
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Incorporating Priors with Feature Attribution on Text Classification
Frederick Liu, Besim Avci.
ACL 2019.
Machine Translation
Federated Learning and Differential Privacy
Distillation
Accuracy Estimation
Towards Effective Web Privacy Notice and Choice
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Analyzing Privacy Policies at Scale: From Crowdsourcing to Automated Annotations
Shomir Wilson, Florian Schaub, Frederick Liu, Kanthashree Mysore Sathyendra, Daniel Smullen, Sebastian Zimmeck, Rohan Ramanath, Peter Story, Fei Liu, Norman Sadeh, and Noah A. Smith.
TWEB 2018.
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The Creation and Analysis of a Website Privacy Policy Corpus
Shomir Wilson, Florian Schaub, Aswarth Abhilash Dara, Frederick Liu, Sushain Cherivirala, Pedro Giovanni Leon, Mads Schaarup Andersen, Sebastian Zimmeck, Kanthashree Mysore Sathyendra, N. Cameron Russell, Thomas B. Norton, Eduard Hovy, Joel Reidenberg, and Norman Sadeh.
ACL 2016.
[dataset]
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Crowdsourcing Annotations for Websites' Privacy Policies: Can It Really Work?
Shomir Wilson, Florian Schaub, Rohan Ramanath, Norman Sadeh, Fei Liu, Noah Smith and Frederick Liu.
WWW 2016.