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08/04/2023
Scalable Computation of Causal Bounds
We consider the problem of computing bounds for causal queries on causal...
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05/31/2023
Pareto Front Identification with Regret Minimization
We consider Pareto front identification for linear bandits (PFILin) wher...
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01/31/2023
Improved Algorithms for Multi-period Multi-class Packing Problems with Bandit Feedback
We consider the linear contextual multi-class multi-period packing probl...
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12/03/2022
Hedging against Complexity: Distributionally Robust Optimization with Parametric Approximation
Empirical risk minimization (ERM) and distributionally robust optimizati...
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03/25/2021
Multinomial Logit Contextual Bandits: Provable Optimality and Practicality
We consider a sequential assortment selection problem where the user cho...
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10/08/2020
Online Allocation of Reusable Resources via Algorithms Guided by Fluid Approximations
We consider the problem of online allocation (matching and assortments) ...
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07/16/2020
Sparsity-Agnostic Lasso Bandit
We consider a stochastic contextual bandit problem where the dimension d...
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04/22/2020
Sequential Anomaly Detection using Inverse Reinforcement Learning
One of the most interesting application scenarios in anomaly detection i...
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02/06/2020
Online Allocation of Reusable Resources: Achieving Optimal Competitive Ratio
We study the problem of allocating a given set of resources to sequentia...
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08/31/2018
Directed Exploration in PAC Model-Free Reinforcement Learning
We study an exploration method for model-free RL that generalizes the co...
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08/17/2018
Attainment Ratings for Graph-Query Recommendation
The video game industry is larger than both the film and music industrie...
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08/07/2018
Robust Implicit Backpropagation
Arguably the biggest challenge in applying neural networks is tuning the...
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06/04/2018
Passive Static Equilibrium with Frictional Contacts and Application to Grasp Stability Analysis
This paper studies the problem of passive grasp stability under an exter...
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03/22/2018
Unbiased scalable softmax optimization
Recent neural network and language models rely on softmax distributions ...
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01/19/2018
Passive Reaction Analysis for Grasp Stability
In this paper we focus on the following problem in multi-fingered roboti...
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11/20/2017
