Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:55:47.990585Z
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:2505.16918.
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 2026-08-07T14:55:47.990585Z
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 fa0902ec-c1db-49f9-b433-0d4cfa4fd11c · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype A survey on contextual multi-armed bandits
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 e9df5fac-7c5f-471a-a7d2-7db291717fcc · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Introduction to multi-armed bandits
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 4a721c9f-9b0e-46b7-ba88-4143ba7fe2b1 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Finite-time analysis of the multiarmed bandit problem
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a406a7f0-2bff-4eec-bd60-d661cf25b594 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Schapire
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 bd383f8c-26c6-4d14-9fa5-a5adb06504d7 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual bandits to increase user prediction accuracy in movie recommendation system
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 ce79721d-474d-43b2-81db-e74fb379461b · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Simulation-Based Benchmarking of Reinforcement Learning Agents for Personalized Retail Promotions
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 cb47587c-4a58-4ecf-a482-419764ba1ea0 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Resourceful contex- tual bandits
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 42317b7b-6f3d-479f-81ff-e2e7ca022d56 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual bandits for online markdown pricing for e-commerce
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 91d3bbeb-2296-48a2-a56f-2c289106488b · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Bandit Algorithms
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 8408c9dd-424b-40bf-9e80-e218b0627103 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Using confidence bounds for exploitation-exploration trade-offs
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 c62758fd-d7d7-4626-85b6-2a671f5f82e3 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Improved algorithms for linear stochastic bandits
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 a0546eb6-c416-4d9b-908c-5b359dd499a9 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype UCB algorithms for multi-armed bandits: Precise regret and adaptive inference
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab5388d4-b7d8-42d6-be97-f7fb745a8fe9 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype contextual-bandits: A python package for bandit algo- rithms, 2023
Reference 13
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 19be5df0-2710-4e16-949a-41ccb9a7e3fb · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Schapire
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 333cf1db-f76e-4369-bd07-f56fdf565b3f · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Bypassing the monster: A faster and simpler optimal algorithm for contextual bandits under realizability
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 7b3c1bf6-7839-4f85-80cb-a341b162e1d8 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Parametric ban- dits: The generalized linear case
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 f8c1f71e-9250-47d3-bd08-42d78cf96a77 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Neural Contextual Bandits with UCB- based Exploration
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 322b8b5c-7669-48cf-8a3f-9034336de64c · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Weighted linear bandits for non- stationary environments
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 4dbe03c0-d4cf-4e3a-a8cf-8756f9bc250f · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype HELLINGER-UCB: A novel algo- rithm for stochastic multi-armed bandit problem and cold start problem in recommender system, 2024
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 426e8434-0bfe-4522-acb5-23869b66187c · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Sutton and Andrew G
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 23ef3bb2-1429-4ee2-b012-c3b5ebba759d · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype The epoch-greedy algorithm for contextual multi-armed bandits
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 1f59d883-3f75-428b-ac68-be65702fc45e · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Guarantees for epsilon-greedy reinforcement learning with function approximation
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 e5b93787-e570-40b5-a2e7-5f4cad808bd5 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Adaptive ϵ-greedy exploration in reinforcement learning based on value differences
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 f93939b6-2d86-472c-830b-89e0dd1a57ad · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype A tutorial on thompson sampling
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 28a1286a-126f-4024-b5c9-34eeaf090d3a · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype An empirical evaluation of thompson sampling
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 0225a236-7453-4999-9f21-5a3e7279e637 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Thompson sampling for contextual bandits with linear payoffs
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 3612bef4-9dd8-4c29-ba40-91c38139ca33 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Analysis of thompson sampling for the multi-armed bandit problem
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 8a986875-701f-4714-b7a6-c2cb53d711d9 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Thompson Sampling in Partially Observable Contextual Bandits
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 f4805d49-3a14-4b48-9838-2720d5f7c828 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Engelhardt
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 198ae555-79d1-4823-b5a5-46e70acd9e22 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Generalized thompson sampling for contextual bandits, 2013
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 cfaf7af7-5ee7-4a12-90fe-a9915a6e75a7 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual Bandit with Herding Effects: Algorithms and Recommendation Applications
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 a4ffecc9-af60-4200-9caf-5df5d8f59814 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype DISCO: An End-to-End Bandit Framework for Personalised Discount Allocation
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 bd0d8832-38e3-4a2b-a1ad-0808b4446e9e · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Online (multinomial) logistic bandit: Improved re- gret and constant computation cost
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 0d1709df-ab26-49a8-84f2-a0d10845de41 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Foster and Akshay Krishnamurthy
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 f34a3868-c1b7-49ca-9900-f93ff5d61e9a · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Introduction to online convex optimization
Reference 35
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 ca031f70-8f54-4ef0-8828-dc54e71cd6bd · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Online convex programming and generalized infinitesimal gradient as- cent
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 a78f95ee-4388-4860-8fab-d12421f6ec09 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Dual averaging methods for regularized stochastic learning and online optimiza- tion
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 33d4b00c-a2e6-46f2-9df5-4baac51cc559 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Online decision making with high-dimensional covari- ates
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 1485c2b5-b3c9-49d9-b6de-2c2eb447b60e · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Foster and Alexander Rakhlin
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 37f8601c-db58-4752-b1a2-a15def79abd5 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual Bandit with Adaptive Feature Extraction
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 ab77cd4c-bc65-4698-9eb1-7a73283f3641 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Causal feature selection method for contextual multi-armed bandits in recommender system
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 719d9405-00a6-4b11-afc1-f64f6afc5e81 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Wide & deep learn- ing for recommender 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 1173780e-f34e-4866-8a92-9de573f74de4 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Ensemble contextual bandits for personalized recommendation
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 8eba71be-9673-4102-b44c-f8e9b18b8e35 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Constrained contextual bandit algorithm for limited-budget recommendation system
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 1fb58823-d972-4b0a-9b97-509949c0fec6 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Portrait of an online shopper: Understanding and predicting consumer behavior
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 58d93ad1-a36c-4039-8184-c431bb7dc211 · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Partially Observable Contextual Bandits with Linear Payoffs
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d2eddc29-80c1-443b-9965-7d8b1dbc64da · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Linear Contextual Bandits with Hybrid Payoff: Revisited
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 3771f3ae-38a2-477d-8307-d6b4ac7d4f8a · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Shariff and O
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 51095aac-1ae1-4be1-a81a-cb9fb925bb2b · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Generalized linear bandits with local differential privacy
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 4df2dda4-f025-4f2c-9938-890161cb877a · outbound
Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Unresolved cited work
Reference 2010
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.