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Differentially Private Bayesian Linear Regression
Garrett Bernstein, Daniel R. Sheldon
Neural Information Processing Systems http://nips.cc/
VTaC: A Benchmark Dataset of Ventricular Tachycardia Alarms from ICU Monitors Li-wei H. Lehman
Accurate and reliable algorithms that can distinguish between true vs. false arrhythmia alarms can
Optimization over Continuous and Multi-dimensional Decisions with Observational Data
Dimitris Bertsimas, Christopher McCord
We propose a novel algorithmic framework that is tractable, asymptotically consistent,andsuperiortocomparable methodsonexampleproblems.
Episodic Memory in Lifelong Language Learning
Cyprien de Masson d'Autume, Sebastian Ruder, Lingpeng Kong, Dani Yogatama
Neural Information Processing Systems http://nips.cc/
Fast and Effective Robustness Certification
Gagandeep Singh, Timon Gehr, Matthew Mirman, Markus Pรผschel, Martin Vechev
Neural Information Processing Systems http://nips.cc/
Transformer Doctor: Diagnosing and Treating Vision Transformers
Due to its powerful representational capabilities, Transformers have gradually become the mainstream model in the field of machine vision.
Multiclass Learning from Contradictions
Sauptik Dhar, Vladimir Cherkassky, Mohak Shah
Neural Information Processing Systems http://nips.cc/
Efficient Potential-based Exploration in Reinforcement Learning using Inverse Dynamic Bisimulation Metric
While a number of RL methods have been proposed to boost exploration by designing an intrinsic reward signal as exploration bonus.