
TaskOriented Dialogue as Dataflow Synthesis
We describe an approach to taskoriented dialogue in which dialogue stat...
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On Localized Discrepancy for Domain Adaptation
We propose the discrepancybased generalization theories for unsupervise...
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HPC AI500: A Benchmark Suite for HPC AI Systems
In recent years, with the trend of applying deep learning (DL) in high p...
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Bridging Theory and Algorithm for Domain Adaptation
This paper addresses the problem of unsupervised domain adaption from th...
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Defending against Whitebox Adversarial Attacks via Randomized Discretization
Adversarial perturbations dramatically decrease the accuracy of stateof...
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Neural Ranking Models for Temporal Dependency Structure Parsing
We design and build the first neural temporal dependency parser. It util...
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Structured Interpretation of Temporal Relations
Temporal relations between events and time expressions in a document are...
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Macro Grammars and Holistic Triggering for Efficient Semantic Parsing
To learn a semantic parser from denotations, a learning algorithm must s...
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A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics
We study the Stochastic Gradient Langevin Dynamics (SGLD) algorithm for ...
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Local Maxima in the Likelihood of Gaussian Mixture Models: Structural Results and Algorithmic Consequences
We provide two fundamental results on the population (infinitesample) l...
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Optimal prediction for sparse linear models? Lower bounds for coordinateseparable Mestimators
For the problem of highdimensional sparse linear regression, it is know...
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Distributed Estimation of Generalized Matrix Rank: Efficient Algorithms and Lower Bounds
We study the following generalized matrix rank estimation problem: given...
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CommunicationEfficient Distributed Optimization of SelfConcordant Empirical Loss
We consider distributed convex optimization problems originated from sam...
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Divide and Conquer Kernel Ridge Regression: A Distributed Algorithm with Minimax Optimal Rates
We establish optimal convergence rates for a decompositionbased scalabl...
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ComunicationEfficient Algorithms for Statistical Optimization
We analyze two communicationefficient algorithms for distributed statis...
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Yuchen Zhang
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