78 citations · 333 across the 57 of their papers we have counts for
11 papers · 1 filter
Decision-Dependent Risk Minimization in Geometrically Decaying Dynamic Environments
Mitas Ray, Dmitriy Drusvyatskiy, Maryam Fazel +1
This paper studies the problem of expected loss minimization given a data distribution that is dependent on the decision-maker's action and evolves dynamically in time according to…
Zeroth-Order Methods for Convex-Concave Minmax Problems: Applications to Decision-Dependent Risk Minimization
Chinmay Maheshwari, Chih-Yuan Chiu, Eric Mazumdar +2
Min-max optimization is emerging as a key framework for analyzing problems of robustness to strategically and adversarially generated data. We propose a random reshuffling-based gr…
Function Design for Improved Competitive Ratio in Online Resource Allocation with Procurement Costs
Mitas Ray, Omid Sadeghi, Lillian J. Ratliff +1
We study the problem of online resource allocation, where multiple customers arrive sequentially and the seller must irrevocably allocate resources to each incoming customer while…
Convergence Analysis of Gradient-Based Learning with Non-Uniform Learning Rates in Non-Cooperative Multi-Agent Settings
Benjamin Chasnov, Lillian J. Ratliff, Eric Mazumdar +1
Considering a class of gradient-based multi-agent learning algorithms in non-cooperative settings, we provide local convergence guarantees to a neighborhood of a stable local Nash…
Incentive Design for Temporal Logic Objectives
Yagiz Savas, Vijay Gupta, Melkior Ornik +2
We study the problem of designing an optimal sequence of incentives that a principal should offer to an agent so that the agent's optimal behavior under the incentives realizes the…
Variable Demand and Multi-commodity Flow in Markovian Network Equilibrium
Yue Yu, Dan Calderone, Sarah H. Q. Li +2
Markovian network equilibrium generalizes the classical Wardrop equilibrium in network games. At a Markovian network equilibrium, each player of the game solves a Markov decision p…
Optimizing Curbside Parking Resources Subject to Congestion Constraints
Chase Dowling, Tanner Fiez, Lillian Ratliff +1
To gain theoretical insight into the relationship between parking scarcity and congestion, we describe block-faces of curbside parking as a network of queues. Due to the nature of…
On the Characterization of Local Nash Equilibria in Continuous Games
Lillian J. Ratliff, Samuel A. Burden, S. Shankar Sastry
We present a unified framework for characterizing local Nash equilibria in continuous games on either infinite-dimensional or finite-dimensional non-convex strategy spaces. We prov…
Effects of Risk on Privacy Contracts for Demand-Side Management
Lillian J. Ratliff, Carlos Barreto, Roy Dong +3
As smart meters continue to be deployed around the world collecting unprecedented levels of fine-grained data about consumers, we need to find mechanisms that are fair to both, (1)…
Social Game for Building Energy Efficiency: Utility Learning, Simulation, and Analysis
Ioannis C. Konstantakopoulos, Lillian J. Ratliff, Ming Jin +2
We describe a social game that we designed for encouraging energy efficient behavior amongst building occupants with the aim of reducing overall energy consumption in the building.…
Privacy and Customer Segmentation in the Smart Grid
Lillian J. Ratliff, Roy Dong, Henrik Ohlsson +2
In the electricity grid, networked sensors which record and transmit increasingly high-granularity data are being deployed. In such a setting, privacy concerns are a natural consid…