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20142026
most citedChallenges and Opportunities in Quantum Optimization

181 citations · 220 across the 14 of their papers we have counts for

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Showing 2025Show all

5 papers · 1 filter

cs.LG2025

Tractable Probabilistic Models for Investment Planning

Nicolas M. Cuadrado A., Mohannad Takrouri, Jiří Němeček +2

Investment planning in power utilities, such as generation and transmission expansion, requires decisions under substantial uncertainty over decade--long horizons for policies, dem…

cs.LG2025

Stochastic Sample Approximations of (Local) Moduli of Continuity

Rodion Nazarov, Allen Gehret, Robert Shorten +1

Modulus of local continuity is used to evaluate the robustness of neural networks and fairness of their repeated uses in closed-loop models. Here, we revisit a connection between g…

cs.LG2025

Online Learning with Multiple Fairness Regularizers via Graph-Structured Feedback

Quan Zhou, Jakub Marecek, Robert Shorten

There is an increasing need to enforce multiple, often competing, measures of fairness within automated decision systems. The appropriate weighting of these fairness objectives is…

cs.AI2025

humancompatible.interconnect: Testing Properties of Repeated Uses of Interconnections of AI Systems

Rodion Nazarov, Anthony Quinn, Robert Shorten +1

Artificial intelligence (AI) systems often interact with multiple agents. The regulation of such AI systems often requires that {\em a priori\/} guarantees of fairness and robustne…

eess.SY2025

A Feedback Control Framework for Incentivised Suburban Parking Utilisation and Urban Core Traffic Relief

Abdul Baseer Satti, James Saunderson, Wynita Griggs +6

Urban traffic congestion, exacerbated by inefficient parking management and cruising for parking, significantly hampers mobility and sustainability in smart cities. Drivers often f…