Meta-control of the exploration-exploitation dilemma emerges from probabilistic inference over a hierarchy of time scales. [PDF]
Cogn Affect Behav Neurosci, 2021 Marković D, Goschke T, Kiebel SJ.
europepmc +1 more source
Dynamic Content Caching with Waiting Costs via Restless Multi-Armed Bandits
CoRRWe consider a system with a local cache connected to a backend server and an end user population. A set of contents are stored at the the server where they continuously get updated. The local cache keeps copies, potentially stale, of a subset of the contents. The users make content requests to the local cache which either can serve the local version if
Ankita Koley, Chandramani Singh
openaire +2 more sources
Wireless channel selection with restless bandits
, 2017 Wireless devices are often able to communicate on several alternative channels; for example, cellular phones may use several frequency bands and are equipped with base-station communication capability together with WiFi and Bluetooth communication ...
Nazarathy, Yoni +5 more
core +1 more source
Restless Multi-Process Multi-Armed Bandits with Applications to Self-Driving Microscopies
CoRRHigh-content screening microscopy generates large amounts of live-cell imaging data, yet its potential remains constrained by the inability to determine when and where to image most effectively. Optimally balancing acquisition time, computational capacity, and photobleaching budgets across thousands of dynamically evolving regions of interest remains ...
Jaume Anguera Peris +4 more
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Asymptotically optimal priority policies for indexable and non-indexable restless bandits
, 2014 We study the asymptotic optimal control of multi-class restless bandits. A restless bandit is a controllable stochastic process whose state evolution depends on whether or not the bandit is made active.
Verloop, Ina Maria, Maaike
core +1 more source
A Literature Survey on AI-Aided Beamforming and Beam Management for 5G and 6G Systems. [PDF]
Sensors (Basel), 2023 Brilhante DDS +8 more
europepmc +1 more source
Dopaminergic modulation of the exploration/exploitation trade-off in human decision-making. [PDF]
Elife, 2020 Chakroun K +4 more
europepmc +1 more source
Indexability is not enough for Whittle: improved, near-optimal algorithms for restless bandits
, 2023 We study the problem of planning restless multi-armed bandits (RMABs) with multiple actions. This is a popular model for multi-agent systems with applications like multi-channel communication, monitoring and machine maintenance tasks, and healthcare ...
Tambe, Milind +3 more
core
Towards closing the gap in Restless Rising Bandits
LAUREA MAGISTRALEI Multi-Armed Bandit (MAB) restless forniscono un framework progettato per gestire problemi decisionali in cui le ricompense attese evolvono nel tempo, come accade nei recommender system o nel dynamic pricing. In questa tesi, analizziamo
MIGALI, CRISTIANO
core
Adaptive Demand Response: Online Learning of Restless and Controlled Bandits
, 2020 -The capabilities of electric loads participating in load curtailment programs are often unknown until the loads have been told to curtail (i.e., deployed) and observed.
Mingyan Liu +2 more
core