Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:17:24.068528Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 50 of 50 outbound references and 0 inbound Pith citation observations for arXiv:2506.02933.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T11:17:24.068528Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
50 of 50 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ed126621-7ada-486a-8b21-e4e666f3e4b3 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Modification of improved upper confidence bounds for regulating exploration in Monte-Carlo tree search
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9bee420e-04bf-49bb-b87a-2e5fad1bdfb2 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation UCB revisited: Improved regret bounds for the stochas- tic multi-armed bandit problem
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d8ac496f-7bbb-42b0-a038-c00084c686de · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Some aspects of the sequential design of experiments
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2d0ff7d8-34d8-4b7b-95b2-06cea60b6ed1 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A contextual-bandit approach to personalized news article recommen- dation
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a9983ed9-ab9c-475f-85c5-a3a6cd933783 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Unbiased offline evaluation of contextual-bandit-based news article recommendation algorithms
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f8c603d4-7a5d-4815-bc56-7aefe2a284db · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Combinatorial multi-armed bandit: General framework and applications
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2530ccdc-c97f-402f-a4bb-cf3be50e7b13 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Bandit algorithms
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 08562caa-2677-407e-af50-23929cafd1f4 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Stochastic multi-armed-bandit problem with non-stationary rewards
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e728bb73-4116-4bc7-916a-509810b12ba3 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation On upper-confidence bound policies for switching bandit problems
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation dc8f2c9e-8df3-4b37-a817-3250adda8b9f · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Discounted ucb
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 33260380-10ef-4f6f-b9be-f6d4f7ad5272 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Non Stationary Multi-Armed Bandit: Empirical Evaluation of a New Concept Drift-Aware Algorithm
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c4517ee3-9330-4b48-abbf-714f11b93c94 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Exploration–exploitation tradeoff using variance estimates in multi-armed bandits
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19a19508-9e37-40f4-8b93-a1fff5c52e5f · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Regret Analysis of Stochastic and Nonstochastic Multi-armed Bandit Problems
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2d8e11b-04fb-43e8-8472-4845e6f62226 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Finite-time analysis of the multi- armed bandit problem
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f67a096f-f95d-42fe-944e-b399bd7dc42f · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Adaptive ε-greedy exploration in reinforcement learning based on value differences
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5bb71e56-bc6a-49f9-a14b-2912a7e0f8c3 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Real-time self-adaptive Q-learning controller for energy man- agement of conventional autonomous vehicles
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 654a3c65-97c3-4ba0-a5a4-39ed517e74ed · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A note on the advantage of context in Thompson sam- pling
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7313922b-8124-41d9-9bb0-36e84e4dc686 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Efficient-ucbv: An almost optimal algorithm using vari- ance estimates
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 26775297-02ec-444a-9454-fb9bae11b4d2 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Applying Multi-armed Bandit Algorithms to Computational Advertising
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1af7f93d-af29-484a-9ba1-1a812eabd781 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Recommendation System-based Upper Confidence Bound for Online Advertising
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 83181a1f-3a08-4fc7-9bed-cab1359873b5 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Improvement of the Recommendation System Based on the Multi-Armed Bandit Algorithm
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5ef01d82-8439-489b-a12e-e593d95fe196 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Applying Multi-Armed Bandit algorithms for music recommendations at Spo- tify
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6a919a87-13c5-48b7-b1b8-f8f3d15b0a34 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation An efficient learning framework for multiproduct inventory systems with customer choices
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 076ee66e-78a4-444a-a246-0ba00f5e8ee2 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Multi-Armed Bandit Approaches for Lo- cation Planning with Dynamic Relief Supplies Allocation Under Disaster Uncertainty
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b15319f8-138b-4740-9a7e-fc3047485fec · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A Multi-Armed Bandit Problem with the Optimal Arm Depending on a Hidden Markov Model
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6bc76f70-b7d9-46cd-bc30-60920aee8c9a · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Adaptive Algorithms for Multi-armed Bandit with Composite and Anonymous Feedback
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7238a275-34ef-4893-b385-f97ae1ab1857 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Classifier ensembles for detecting concept change in streaming data: Overview and perspectives
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 00c498ee-f09e-4c89-99ca-d7141875d23a · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation The impact of digital technology and Industry 4.0 on the ripple effect and supply chain risk analytics
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d71f053f-56ac-408a-8add-7c55d8f9936c · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Language models are few-shot learners
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 62bb9227-e886-4abe-b63e-886e1ca6f994 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A comparison of Softmax proposals
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation be109869-8935-41e4-bcca-d56aab9b9ba0 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Some formulas of variance of uncertain random variable
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 29734b04-abbe-45ef-96f7-f5d14a2d44ca · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation An Upper Confidence Bound Approach to Estimating the Maximum Mean
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1e327466-10c0-4e46-b102-9bcd6de44784 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Convergence rates in the law of large numbers
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a61d29bd-6e18-458a-92d9-1937ec9a794e · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation The law of large numbers with a continuum of iid random variables
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 11ed9649-a36c-4ec2-a920-538f1e97845b · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A Survey on Practical Applications of Multi-Armed and Contextual Bandits
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66bd15b9-b81b-4840-b842-98f1cdc906b6 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Optuna: A next-generation hyperparameter optimization frame- work
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b35d52c4-7ca5-4d21-bbe2-72018d60210f · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Hyperband: A novel bandit-based approach to hyperparameter opti- mization
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 582927dd-d6fa-4078-978c-b556aa6d88f6 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Asymptotically optimal multi- armed bandit algorithm and hyperparameter optimization
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd5519fe-9f30-4c45-86b2-eacdaf90b92b · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Non-stochastic best arm identification and hyperparameter op- timization
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 285a6641-78cd-4f47-94f7-9ec41b506797 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Springer, 2015
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 92aa1afe-2e37-4229-9a0e-5c0ab0c9a892 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Design and application of Internet of things-based warehouse management system for smart logistics
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 99669404-e905-453f-976a-d9ec9c70d4d6 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Models for Evaluating and Planning City Logistics Systems
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a0ada87a-3c31-4a23-a1b8-ab2a1895907d · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Sutton and Andrew G
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bab541ef-4008-454a-a5d0-3e0f1c0499ca · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation On the likelihood that one unknown probability exceeds an- other in view of the evidence of two samples
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fa6591dd-7ef2-4790-9e1c-9f4ea606f063 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation An empirical evaluation of Thompson sampling
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation fade5f8c-6eca-478e-b115-552b4caf7fa2 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Improved algorithms for linear stochastic bandits
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6388f657-e05d-4062-a176-ad965674d42e · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Introduction to Multi-Armed Bandits
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5fde07ff-851a-485a-a895-a0aefa26e1da · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation Concentration Inequali- ties
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 900fa595-f494-4189-8b5f-5e38ef9b9927 · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation The solution of the problem of integration in finite terms
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 105b4186-69eb-4bba-b0b3-47127a6b66dd · outbound
From Theory to Practice with RAVEN-UCB: Addressing Non-Stationarity in Multi-Armed Bandits through Variance Adaptation A short and elementary proof of the Basel problem
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
No inbound Pith citation observations are available.