Yu-Xiang Wang
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on a stage with
- Aleksandra Slavkoviconce
- Anand Sarwateonce
- Bin Yuonce
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| title | conference | date |
|---|---|---|
| Neural Networks meet Nonparametric Regression: Generalization by Weight Decay and Large... | Emerging Generalization Settings 2024 | 2024-09-09 |
Claims that deep ReLU models, when written as a parallel deep ReLU architecture and reparameterized via AM‑GM, map weight decay to a total variation‑style… | ||
| Uniform Offline Policy Evaluation (OPE) and Offline Learning in Tabular RL | Reinforcement Learning from Batch Data and Simulation | 2020-11-30 |
Analyzes offline RL in episodic tabular (time-inhomogeneous) MDPs with N logged trajectories under a coverage assumption and proves pointwise OPE achieves the… | ||
| PANEL: Statistical Theory, Privacy and Data Analysis | Privacy and the Science of Data Analysis 2019 | 2019-04-08 |
Panel argues that differential privacy acts as both a constraint and an enabler: it enforces data hygiene, gives formal generalization guarantees, and opens… | ||
| Privacy Amplification by Sampling and Renyi Differential Privacy | Privacy and the Science of Data Analysis 2019 | 2019-04-08 |
Provides a usable amplification bound that maps a mechanism's Rényi DP curve to the subsampled mechanism, with near-tight constants and matching lower bounds… | ||
| nothing matches | ||