Percy Liang

Learning a SAT Solver from Single-Bit Supervision

Daniel Selsam, Matthew Lamm, Benedikt Bünz, Percy Liang, Leonardo de Moura, David L. Dill

Inferring Multidimensional Rates of Aging from Cross-Sectional Data

Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto, Daphne Koller, Jure Leskovec, Nicholas Eriksson, Percy Liang

Comments Accepted at AISTATS 2019

Ambitious Data Science Can Be Painless

Hatef Monajemi, Riccardo Murri, Eric Jonas, Percy Liang, Victoria Stodden, David L. Donoho

Comments Submitted to Harvard Data Science Review

Uncertainty Sampling is Preconditioned Stochastic Gradient Descent on Zero-One Loss

Stephen Mussmann, Percy Liang

Comments NeurIPS 2018

A Retrieve-and-Edit Framework for Predicting Structured Outputs

Tatsunori B. Hashimoto, Kelvin Guu, Yonatan Oren, Percy Liang

Comments To appear, NeurIPS 2018

FrAngel: Component-Based Synthesis with Control Structures

Kensen Shi, Jacob Steinhardt, Percy Liang

Comments 30 pages, 12 figures, to appear in the 46th ACM SIGPLAN Symposium on Principles of Programming Languages (POPL 2019)

Semidefinite relaxations for certifying robustness to adversarial examples

Aditi Raghunathan, Jacob Steinhardt, Percy Liang

Comments To appear at NIPS 2018

Mapping Natural Language Commands to Web Elements

Panupong Pasupat, Tian-Shun Jiang, Evan Zheran Liu, Kelvin Guu, Percy Liang

Comments EMNLP 2018

Transforming Question Answering Datasets Into Natural Language Inference Datasets

Dorottya Demszky, Kelvin Guu, Percy Liang

Comments 11 pages, 6 figures

Textual Analogy Parsing: What's Shared and What's Compared among Analogous Facts

Matthew Lamm, Arun Tejasvi Chaganty, Christopher D. Manning, Dan Jurafsky, Percy Liang

Comments 12 pages including appendix and references. To be presented at EMNLP 2018

Generating Sentences by Editing Prototypes

Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren, Percy Liang

Comments 14 pages, Transactions of the Association for Computational Linguistics (TACL), 2018

Decoupling Strategy and Generation in Negotiation Dialogues

He He, Derek Chen, Anusha Balakrishnan, Percy Liang

Comments EMNLP 2018

QuAC : Question Answering in Context

Eunsol Choi, He He, Mohit Iyyer, Mark Yatskar, Wen-tau Yih, Yejin Choi, Percy Liang, Luke Zettlemoyer

Comments EMNLP Camera Ready

Training Classifiers with Natural Language Explanations

Braden Hancock, Paroma Varma, Stephanie Wang, Martin Bringmann, Percy Liang, Christopher Ré

Comments ACL 2018; v4 adds references and link to code

Fairness Without Demographics in Repeated Loss Minimization

Tatsunori B. Hashimoto, Megha Srivastava, Hongseok Namkoong, Percy Liang

Comments Final version for ICML2018, corrects typos

The price of debiasing automatic metrics in natural language evaluation

Arun Tejasvi Chaganty, Stephen Mussman, Percy Liang

Comments To appear ACL 2018

Learning Overcomplete HMMs

Vatsal Sharan, Sham Kakade, Percy Liang, Gregory Valiant

Comments Added acknowledgements

Prediction with a Short Memory

Vatsal Sharan, Sham Kakade, Percy Liang, Gregory Valiant

Comments Updates for STOC camera ready

On the Relationship between Data Efficiency and Error for Uncertainty Sampling

Stephen Mussmann, Percy Liang

Know What You Don't Know: Unanswerable Questions for SQuAD

Pranav Rajpurkar, Robin Jia, Percy Liang

Comments ACL 2018

Planning, Inference and Pragmatics in Sequential Language Games

Fereshte Khani, Noah D. Goodman, Percy Liang

Comments In proceedings of TACL 2018

Active Learning of Points-To Specifications

Osbert Bastani, Rahul Sharma, Alex Aiken, Percy Liang

Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer

Juncen Li, Robin Jia, He He, Percy Liang

Comments NAACL 2018

A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics

Yuchen Zhang, Percy Liang, Moses Charikar

Comments Correct two mistakes in the proofs of Lemma 3 and Lemma 5

Generalized Binary Search For Split-Neighborly Problems

Stephen Mussmann, Percy Liang

Comments AISTATS 2018

Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration

Evan Zheran Liu, Kelvin Guu, Panupong Pasupat, Tianlin Shi, Percy Liang

Comments International Conference on Learning Representations (ICLR), 2018

Certified Defenses for Data Poisoning Attacks

Jacob Steinhardt, Pang Wei Koh, Percy Liang

Comments Appeared at NIPS 2017

Unsupervised Transformation Learning via Convex Relaxations

Tatsunori B. Hashimoto, John C. Duchi, Percy Liang

Comments To appear at NIPS 2017

Macro Grammars and Holistic Triggering for Efficient Semantic Parsing

Yuchen Zhang, Panupong Pasupat, Percy Liang

Comments EMNLP 2017

Adversarial Examples for Evaluating Reading Comprehension Systems

Robin Jia, Percy Liang

Comments EMNLP 2017