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List of works by Emma Brunskill

A Fast and Accurate Machine Learning Autograder for the Breakout Assignment

scientific article published on 07 March 2024

Almost Horizon-Free Structure-Aware Best Policy Identification with a Generative Model

scientific article published in January 2019

Designing mobile interfaces for novice and low-literacy users

article

Faster Teaching via POMDP Planning

scientific article

Global and regional hearing impairment prevalence: an analysis of 42 studies in 29 countries

scientific article published on December 24, 2011

Improving Student Learning with Hybrid Human-AI Tutoring: A Three-Study Quasi-Experimental Investigation

scientific article published on 05 March 2024

Limiting Extrapolation in Linear Approximate Value Iteration

article by Andrea Zanette et al published 2019 in Advances in Neural Information Processing Systems 32

Off-policy Policy Evaluation For Sequential Decisions Under Unobserved Confounding

Offline Contextual Bandits with High Probability Fairness Guarantees

scientific article published in January 2019

On Ensuring that Intelligent Machines Are Well-Behaved

academic article

On the Opportunities and Risks of Foundation Models

scientific article

Perceptual switch rates with ambiguous structure-from-motion figures in bipolar disorder.

scientific article published in August 2008

Preventing undesirable behavior of intelligent machines

scientific article published on 01 November 2019

Provably Efficient Reward-Agnostic Navigation with Linear Value Iteration

scientific article published in November 2020

Provably Good Batch Off-Policy Reinforcement Learning Without Great Exploration

scientific article published in November 2020

Regret Minimization in MDPs with Options without Prior Knowledge

Representation Balancing MDPs for Off-policy Policy Evaluation

Sample Complexity of Episodic Fixed-Horizon Reinforcement Learning

scholarly article by Christoph Dann & Emma Brunskill published 2015 in Advances in Neural Information Processing Systems 28

Scaling up behavioral science interventions in online education

scientific article published on 15 June 2020

Sequential Transfer in Multi-armed Bandit with Finite Set of Models

Towards the Systematic Reporting of the Energy and Carbon Footprints of Machine Learning

scientific article

Unifying PAC and Regret: Uniform PAC Bounds for Episodic Reinforcement Learning

scientific article published in January 2017

Using Options and Covariance Testing for Long Horizon Off-Policy Policy Evaluation

scientific article published in January 2017