Sara Rouhani

5 papers · 2017–2021 · 2 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🌉 Interdisciplinary Bridge · Bronze 🗺️ Taxonomy Completionist (14) 🐣 Hot Topic Early Bird 👥 Mega-Team · Squad

Venues

IJCAI (3) NeurIPS (2)

Top co-authors

Vibhav Gogate (4) Tahrima Rahman (3) Michael Perng (1) Shorya Consul (1) shubham sharma (1) Akarsh Prasad (1) Prajna Kandarpa (1) Yessel Hinojosa (1) Christine Draper (1) Jette Henderson (1)

Research topics

Machine Learning (5) Artificial Intelligence (3) Mathematics & Optimization (3) Optimization (3) Bayesian & Probabilistic · Machine Learning (2) Bayesian & Probabilistic · Artificial Intelligence (2) Core Methods (2) Optimization & Theory (2) Application Areas (1) Core AI (1) Mathematics (1)

Keywords

approximation algorithm (3) probabilistic graphical model (3) knapsack problem (2) graphical model (2) constrained optimization (1) model interpretability (1) map inference (1) tree decomposition (1) markov random field (1) bayesian network (1) counterfactual explanation (1) mixed integer linear programming (1) most probable explanation (1) sampling algorithm (1) upper bound (1) nearest assignment problem (1) number partitioning (1) cutset conditioning (1) fairness evaluation (1) trust in ai (1)

Papers

Novel Upper Bounds for the Constrained Most Probable Explanation Task NeurIPS 2021 A Novel Approach for Constrained Optimization in Graphical Models NeurIPS 2020 Certifai: A Toolkit for Building Trust in AI Systems IJCAI 2020 Algorithms for the Nearest Assignment Problem IJCAI 2018 Order Statistics for Probabilistic Graphical Models IJCAI 2017