output
20172024
most citedThe physics of higher-order interactions in complex systems

938 citations

Showing cs.LGShow all

6 papers · 1 filter

cs.LG2022

Augmenting Flight Training with AI to Efficiently Train Pilots

Michael Guevarra, Srijita Das, Christabel Wayllace +3

We propose an AI-based pilot trainer to help students learn how to fly aircraft. First, an AI agent uses behavioral cloning to learn flying maneuvers from qualified flight instruct…

cs.LG2022

Prototyping three key properties of specific curiosity in computational reinforcement learning

Nadia M. Ady, Roshan Shariff, Johannes Günther +1

Curiosity for machine agents has been a focus of intense research. The study of human and animal curiosity, particularly specific curiosity, has unearthed several properties that w…

cs.LG20216 cited

Fair Sequential Selection Using Supervised Learning Models

Mohammad Mahdi Khalili, Xueru Zhang, Mahed Abroshan

We consider a selection problem where sequentially arrived applicants apply for a limited number of positions/jobs. At each time step, a decision maker accepts or rejects the given…

cs.LG20209 cited

Transforming Gaussian Processes With Normalizing Flows

Juan Maroñas, Oliver Hamelijnck, Jeremias Knoblauch +1

Gaussian Processes (GPs) can be used as flexible, non-parametric function priors. Inspired by the growing body of work on Normalizing Flows, we enlarge this class of priors through…

cs.LG202031 cited

Estimating Counterfactual Treatment Outcomes over Time Through Adversarially Balanced Representations

Ioana Bica, Ahmed M. Alaa, James Jordon +1

Identifying when to give treatments to patients and how to select among multiple treatments over time are important medical problems with a few existing solutions. In this paper, w…

cs.LG201711 cited

Learning from Clinical Judgments: Semi-Markov-Modulated Marked Hawkes Processes for Risk Prognosis

Ahmed M. Alaa, Scott Hu, Mihaela van der Schaar

Critically ill patients in regular wards are vulnerable to unanticipated adverse events which require prompt transfer to the intensive care unit (ICU). To allow for accurate progno…