Publications (67)
Inferring Multidimensional Rates of Aging from Cross-Sectional Data
Emma Pierson, Pang Wei Koh, Tatsunori Hashimoto +4
Dropout Training as Adaptive Regularization
Stefan Wager, Sida Wang, Percy Liang
Defending against Whitebox Adversarial Attacks via Randomized Discretization
Yuchen Zhang, Percy Liang
Transforming Question Answering Datasets Into Natural Language Inference Datasets
Dorottya Demszky, Kelvin Guu, Percy Liang
Generating Sentences by Editing Prototypes
Kelvin Guu, Tatsunori B. Hashimoto, Yonatan Oren +1
Planning, Inference and Pragmatics in Sequential Language Games
Fereshte Khani, Noah D. Goodman, Percy Liang
Convexified Convolutional Neural Networks
Yuchen Zhang, Percy Liang, Martin J. Wainwright
Unsupervised Risk Estimation Using Only Conditional Independence Structure
Jacob Steinhardt, Percy Liang
Data Augmentation via Levy Processes
Stefan Wager, William Fithian, Percy Liang
Learning Fast-Mixing Models for Structured Prediction
Jacob Steinhardt, Percy Liang
Unifying Human and Statistical Evaluation for Natural Language Generation
Tatsunori B. Hashimoto, Hugh Zhang, Percy Liang
The Statistics of Streaming Sparse Regression
Jacob Steinhardt, Stefan Wager, Percy Liang
Tensor Factorization via Matrix Factorization
Volodymyr Kuleshov, Arun Tejasvi Chaganty, Percy Liang
Compositional Semantic Parsing on Semi-Structured Tables
Panupong Pasupat, Percy Liang
Know What You Don't Know: Unanswerable Questions for SQuAD
Pranav Rajpurkar, Robin Jia, Percy Liang
From Language to Programs: Bridging Reinforcement Learning and Maximum Marginal Likelihood
Kelvin Guu, Panupong Pasupat, Evan Zheran Liu +1
Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer
Juncen Li, Robin Jia, He He +1
Learning Executable Semantic Parsers for Natural Language Understanding
Percy Liang
Learning Language Games through Interaction
Sida I. Wang, Percy Liang, Christopher D. Manning
On-the-Job Learning with Bayesian Decision Theory
Keenon Werling, Arun Chaganty, Percy Liang +1
Unanimous Prediction for 100% Precision with Application to Learning Semantic Mappings
Fereshte Khani, Martin Rinard, Percy Liang
Certified Defenses for Data Poisoning Attacks
Jacob Steinhardt, Pang Wei Koh, Percy Liang
Uncertainty Sampling is Preconditioned Stochastic Gradient Descent on Zero-One Loss
Stephen Mussmann, Percy Liang
The price of debiasing automatic metrics in natural language evaluation
Arun Tejasvi Chaganty, Stephen Mussman, Percy Liang
A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics
Yuchen Zhang, Percy Liang, Moses Charikar
Mapping Natural Language Commands to Web Elements
Panupong Pasupat, Tian-Shun Jiang, Evan Zheran Liu +2
Synthesizing Program Input Grammars
Osbert Bastani, Rahul Sharma, Alex Aiken +1
QuAC : Question Answering in Context
Eunsol Choi, He He, Mohit Iyyer +5
Reified Context Models
Jacob Steinhardt, Percy Liang
Prediction with a Short Memory
Vatsal Sharan, Sham Kakade, Percy Liang +1
Fairness Without Demographics in Repeated Loss Minimization
Tatsunori B. Hashimoto, Megha Srivastava, Hongseok Namkoong +1
Active Learning of Points-To Specifications
Osbert Bastani, Rahul Sharma, Alex Aiken +1
Semidefinite relaxations for certifying robustness to adversarial examples
Aditi Raghunathan, Jacob Steinhardt, Percy Liang
Decoupling Strategy and Generation in Negotiation Dialogues
He He, Derek Chen, Anusha Balakrishnan +1
Learning Symmetric Collaborative Dialogue Agents with Dynamic Knowledge Graph Embeddings
He He, Anusha Balakrishnan, Mihail Eric +1
Inferring Logical Forms From Denotations
Panupong Pasupat, Percy Liang
Developing Bug-Free Machine Learning Systems With Formal Mathematics
Daniel Selsam, Percy Liang, David L. Dill
SPoC: Search-based Pseudocode to Code
Sumith Kulal, Panupong Pasupat, Kartik Chandra +4
SQuAD: 100,000+ Questions for Machine Comprehension of Text
Pranav Rajpurkar, Jian Zhang, Konstantin Lopyrev +1
Reinforcement Learning on Web Interfaces Using Workflow-Guided Exploration
Evan Zheran Liu, Kelvin Guu, Panupong Pasupat +2
Naturalizing a Programming Language via Interactive Learning
Sida I. Wang, Samuel Ginn, Percy Liang +1
Data Recombination for Neural Semantic Parsing
Robin Jia, Percy Liang
Adversarial Examples for Evaluating Reading Comprehension Systems
Robin Jia, Percy Liang
Maximum Weighted Loss Discrepancy
Fereshte Khani, Aditi Raghunathan, Percy Liang
Generalized Binary Search For Split-Neighborly Problems
Stephen Mussmann, Percy Liang
Lambda Dependency-Based Compositional Semantics
Percy Liang
Textual Analogy Parsing: What's Shared and What's Compared among Analogous Facts
Matthew Lamm, Arun Tejasvi Chaganty, Christopher D. Manning +2
Ambitious Data Science Can Be Painless
Hatef Monajemi, Riccardo Murri, Eric Jonas +3
Training Classifiers with Natural Language Explanations
Braden Hancock, Paroma Varma, Stephanie Wang +3
Learning Dependency-Based Compositional Semantics
Percy Liang, Michael I. Jordan, Dan Klein
Estimating Mixture Models via Mixtures of Polynomials
Sida I. Wang, Arun Tejasvi Chaganty, Percy Liang
Spectral Experts for Estimating Mixtures of Linear Regressions
Arun Tejasvi Chaganty, Percy Liang
A Retrieve-and-Edit Framework for Predicting Structured Outputs
Tatsunori B. Hashimoto, Kelvin Guu, Yonatan Oren +1
Learning a SAT Solver from Single-Bit Supervision
Daniel Selsam, Matthew Lamm, Benedikt Bünz +3
Unsupervised Transformation Learning via Convex Relaxations
Tatsunori B. Hashimoto, John C. Duchi, Percy Liang
How Much is 131 Million Dollars? Putting Numbers in Perspective with Compositional Descriptions
Arun Tejasvi Chaganty, Percy Liang
Estimation from Indirect Supervision with Linear Moments
Aditi Raghunathan, Roy Frostig, John Duchi +1
Altitude Training: Strong Bounds for Single-Layer Dropout
Stefan Wager, William Fithian, Sida Wang +1
On the Relationship between Data Efficiency and Error for Uncertainty Sampling
Stephen Mussmann, Percy Liang
FrAngel: Component-Based Synthesis with Control Structures
Kensen Shi, Jacob Steinhardt, Percy Liang
Macro Grammars and Holistic Triggering for Efficient Semantic Parsing
Yuchen Zhang, Panupong Pasupat, Percy Liang
Pun Generation with Surprise
He He, Nanyun Peng, Percy Liang
Learning Overcomplete HMMs
Vatsal Sharan, Sham Kakade, Percy Liang +1
Simpler Context-Dependent Logical Forms via Model Projections
Reginald Long, Panupong Pasupat, Percy Liang
Identifiability and Unmixing of Latent Parse Trees
Daniel Hsu, Sham M. Kakade, Percy Liang
Relaxations for inference in restricted Boltzmann machines
Sida I. Wang, Roy Frostig, Percy Liang +1
Traversing Knowledge Graphs in Vector Space
Kelvin Guu, John Miller, Percy Liang