Adam Polak

7 papers · 2020–2025 · 3 venues · across top CS/AI venues

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Achievements

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🌍 Conference Polyglot · Bronze 🏃 Academic Marathon · Sprint 🌉 Interdisciplinary Bridge · Silver 🗺️ Taxonomy Completionist (16) 🐣 Hot Topic Early Bird

Venues

ICML (4) NeurIPS (2) ICLR (1)

Top co-authors

Antonios Antoniadis (5) Marek Elias (5) Bertrand Simon (4) Christian Coester (3) Konrad Tomasz Żołna (1) Bartosz Szabucki (1) Xinrui Jia (1) Jakub Chłędowski (1) Buddhima Gamlath (1) Ruben Hoeksma (1)

Research topics

Machine Learning (5) Mathematics & Optimization (5) Optimization (5) Learning Types (3) Computer Science (2) Optimization & Theory (2) Artificial Intelligence (1) Application Areas (1) Applications (1) Core AI (1) Core Methods (1) Systems (1)

Keywords

online algorithm (5) prediction error (3) learning-augmented algorithm (3) approximation algorithm (2) metrical task system (2) decision tree (1) machine learning prediction (1) competitive ratio (1) cache management (1) worst-case guarantee (1) steiner tree (1) predictor combination (1) paging algorithm (1) one-bit prediction (1) prediction mixing (1) dynamic predictor combination (1) explainable clustering (1) k-server problem (1) power management (1) ski rental problem (1)

Papers

Approximation algorithms for combinatorial optimization with predictions ICLR 2025 Mixing Predictions for Online Metric Algorithms ICML 2023 Paging with Succinct Predictions ICML 2023 Learning-Augmented Dynamic Power Management with Multiple States via New Ski Rental Bounds NeurIPS 2021 Nearly-Tight and Oblivious Algorithms for Explainable Clustering NeurIPS 2021 Robust Learning-Augmented Caching: An Experimental Study ICML 2021 Online metric algorithms with untrusted predictions ICML 2020