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Paper Citation Record · LEDGER

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype

As of 10 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.

pith.paper-citation-record.v1
2505.16918 v1

Coverage vector

measured 50 of 50 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:55:47.990585Z

measured 50 of 50 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

50 of 50 outbound references displayed

  • verified exact7
  • verified fuzzy38
  • unresolved4
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fa0902ec-c1db-49f9-b433-0d4cfa4fd11c · outbound

This paper cites A survey on contextual multi-armed bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype A survey on contextual multi-armed bandits

Reference 1

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e9df5fac-7c5f-471a-a7d2-7db291717fcc · outbound

This paper cites Introduction to multi-armed bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Introduction to multi-armed bandits

Reference 2

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4a721c9f-9b0e-46b7-ba88-4143ba7fe2b1 · outbound

This paper cites Finite-time analysis of the multiarmed bandit problem.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Finite-time analysis of the multiarmed bandit problem

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T14:55:43.489052Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation a406a7f0-2bff-4eec-bd60-d661cf25b594 · outbound

This paper cites Schapire.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Schapire

Reference 4

Resolution
verified fuzzy
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation bd383f8c-26c6-4d14-9fa5-a5adb06504d7 · outbound

This paper cites Contextual bandits to increase user prediction accuracy in movie recommendation system.

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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:43.655183Z digest=sha256:358ae77773d1c3d6dff30deecc0ea1aa5d410621fa25f78cddce3bda17f5e17a

Observation ce79721d-474d-43b2-81db-e74fb379461b · outbound

This paper cites Simulation-Based Benchmarking of Reinforcement Learning Agents for Personalized Retail Promotions.

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

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:55:49.540772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation cb47587c-4a58-4ecf-a482-419764ba1ea0 · outbound

This paper cites Resourceful contex- tual bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Resourceful contex- tual bandits

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 42317b7b-6f3d-479f-81ff-e2e7ca022d56 · outbound

This paper cites Contextual bandits for online markdown pricing for e-commerce.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual bandits for online markdown pricing for e-commerce

Reference 8

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raw_fallback, observed 2026-08-07T14:55:55.660791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:43.944979Z digest=sha256:4fbb761e92e477e3b5a49e38230bee57f76d2318e2edebc5bbeea6444a45c53e

Observation 91d3bbeb-2296-48a2-a56f-2c289106488b · outbound

This paper cites Bandit Algorithms.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Bandit Algorithms

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:44.040123Z digest=sha256:dd88cb8a8576aeecfab6fdff84cec2ca30132ac337e0064d26ee4666577992a9

Observation 8408c9dd-424b-40bf-9e80-e218b0627103 · outbound

This paper cites Using confidence bounds for exploitation-exploration trade-offs.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Using confidence bounds for exploitation-exploration trade-offs

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation c62758fd-d7d7-4626-85b6-2a671f5f82e3 · outbound

This paper cites Improved algorithms for linear stochastic bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Improved algorithms for linear stochastic bandits

Reference 11

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a0546eb6-c416-4d9b-908c-5b359dd499a9 · outbound

This paper cites UCB algorithms for multi-armed bandits: Precise regret and adaptive inference.

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

Resolution
unresolved
no resolver link, observed 2026-08-07T14:55:44.294687Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation ab5388d4-b7d8-42d6-be97-f7fb745a8fe9 · outbound

This paper cites contextual-bandits: A python package for bandit algo- rithms, 2023.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype contextual-bandits: A python package for bandit algo- rithms, 2023

Reference 13

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 19be5df0-2710-4e16-949a-41ccb9a7e3fb · outbound

This paper cites Schapire.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Schapire

Reference 14

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raw_fallback, observed 2026-08-07T14:55:54.911485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:44.473278Z digest=sha256:eac071a13160ecab76bcb2564139d4e66d8567fb2076578cd347ac38a0b0caf8

Observation 333cf1db-f76e-4369-bd07-f56fdf565b3f · outbound

This paper cites Bypassing the monster: A faster and simpler optimal algorithm for contextual bandits under realizability.

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

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verified fuzzy
raw_fallback, observed 2026-08-07T14:55:54.751574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 7b3c1bf6-7839-4f85-80cb-a341b162e1d8 · outbound

This paper cites Parametric ban- dits: The generalized linear case.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Parametric ban- dits: The generalized linear case

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:54.564701Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation f8c1f71e-9250-47d3-bd08-42d78cf96a77 · outbound

This paper cites Neural Contextual Bandits with UCB- based Exploration.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Neural Contextual Bandits with UCB- based Exploration

Reference 17

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raw_fallback, observed 2026-08-07T14:55:54.425689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 322b8b5c-7669-48cf-8a3f-9034336de64c · outbound

This paper cites Weighted linear bandits for non- stationary environments.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Weighted linear bandits for non- stationary environments

Reference 18

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 4dbe03c0-d4cf-4e3a-a8cf-8756f9bc250f · outbound

This paper cites HELLINGER-UCB: A novel algo- rithm for stochastic multi-armed bandit problem and cold start problem in recommender system, 2024.

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

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raw_fallback, observed 2026-08-07T14:55:54.153014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 426e8434-0bfe-4522-acb5-23869b66187c · outbound

This paper cites Sutton and Andrew G.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Sutton and Andrew G

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 23ef3bb2-1429-4ee2-b012-c3b5ebba759d · outbound

This paper cites The epoch-greedy algorithm for contextual multi-armed bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype The epoch-greedy algorithm for contextual multi-armed bandits

Reference 21

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raw_fallback, observed 2026-08-07T14:55:53.581247Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 1f59d883-3f75-428b-ac68-be65702fc45e · outbound

This paper cites Guarantees for epsilon-greedy reinforcement learning with function approximation.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Guarantees for epsilon-greedy reinforcement learning with function approximation

Reference 22

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raw_fallback, observed 2026-08-07T14:55:53.257786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation e5b93787-e570-40b5-a2e7-5f4cad808bd5 · outbound

This paper cites Adaptive ϵ-greedy exploration in reinforcement learning based on value differences.

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

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:45.370065Z digest=sha256:0f9101b0684896ff9c4f911a6c73b04e4dad577667183d0f9f077ab8d9a7a1b1

Observation f93939b6-2d86-472c-830b-89e0dd1a57ad · outbound

This paper cites A tutorial on thompson sampling.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype A tutorial on thompson sampling

Reference 24

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raw_fallback, observed 2026-08-07T14:55:52.695364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 28a1286a-126f-4024-b5c9-34eeaf090d3a · outbound

This paper cites An empirical evaluation of thompson sampling.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype An empirical evaluation of thompson sampling

Reference 25

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raw_fallback, observed 2026-08-07T14:55:52.468111Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 0225a236-7453-4999-9f21-5a3e7279e637 · outbound

This paper cites Thompson sampling for contextual bandits with linear payoffs.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Thompson sampling for contextual bandits with linear payoffs

Reference 26

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raw_fallback, observed 2026-08-07T14:55:52.179259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:45.730607Z digest=sha256:4d620e2a1ffee1b497e7423a10d49717c8c6f563cfaad1b5398e5b7905782cd2

Observation 3612bef4-9dd8-4c29-ba40-91c38139ca33 · outbound

This paper cites Analysis of thompson sampling for the multi-armed bandit problem.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Analysis of thompson sampling for the multi-armed bandit problem

Reference 27

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raw_fallback, observed 2026-08-07T14:55:51.951832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:45.802879Z digest=sha256:a7efa594803df2f0626198462def9f23ad28a95df937cfad32ba1db5e9d3a93d

Observation 8a986875-701f-4714-b7a6-c2cb53d711d9 · outbound

This paper cites Thompson Sampling in Partially Observable Contextual Bandits.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Thompson Sampling in Partially Observable Contextual Bandits

Reference 28

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local_arxiv, observed 2026-08-07T14:55:49.139346Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:45.866265Z digest=sha256:71bf5b96752c86e382b9eca2d20808a549abfb00da78acd110379d8b885864bb

Observation f4805d49-3a14-4b48-9838-2720d5f7c828 · outbound

This paper cites Engelhardt.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Engelhardt

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:45.984899Z digest=sha256:4bf0ac6fa9fe66c5ed94191b2413fcf652142ed5c276e0ce6fc9de202e2d2d8e

Observation 198ae555-79d1-4823-b5a5-46e70acd9e22 · outbound

This paper cites Generalized thompson sampling for contextual bandits, 2013.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Generalized thompson sampling for contextual bandits, 2013

Reference 30

Resolution
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raw_fallback, observed 2026-08-07T14:55:51.519658Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.065548Z digest=sha256:70c07e730d9e3635e73c6585d668d1a311c569a293f5957ebfa2ad1ff3f7733e

Observation cfaf7af7-5ee7-4a12-90fe-a9915a6e75a7 · outbound

This paper cites Contextual Bandit with Herding Effects: Algorithms and Recommendation Applications.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual Bandit with Herding Effects: Algorithms and Recommendation Applications

Reference 31

Resolution
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local_arxiv, observed 2026-08-07T14:55:48.949947Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.151161Z digest=sha256:c43f7497101ccb2d4af324702cdb4cf64fc9f7f27a099e8338951b1aea4f8c92

Observation a4ffecc9-af60-4200-9caf-5df5d8f59814 · outbound

This paper cites DISCO: An End-to-End Bandit Framework for Personalised Discount Allocation.

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

Resolution
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local_arxiv, observed 2026-08-07T14:55:48.742100Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.240410Z digest=sha256:bb49dcc3c82eb2b360a16a962a04e885af9b6db3e1264d7ef06a7b630c3e83d1

Observation bd0d8832-38e3-4a2b-a1ad-0808b4446e9e · outbound

This paper cites Online (multinomial) logistic bandit: Improved re- gret and constant computation cost.

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

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raw_fallback, observed 2026-08-07T14:55:51.296058Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.333536Z digest=sha256:6c95a6979ccb6cd8eec0aa3fa99b24c69469fc526118dd24d833ce99dc93a6b7

Observation 0d1709df-ab26-49a8-84f2-a0d10845de41 · outbound

This paper cites Foster and Akshay Krishnamurthy.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Foster and Akshay Krishnamurthy

Reference 34

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raw_fallback, observed 2026-08-07T14:55:51.147190Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.409669Z digest=sha256:00250532466805d7452ef73548ff23ef090402040b1c1478db35283e3a1a7205

Observation f34a3868-c1b7-49ca-9900-f93ff5d61e9a · outbound

This paper cites Introduction to online convex optimization.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Introduction to online convex optimization

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:51.093180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.505930Z digest=sha256:510f0444a4492479ad0dbc5da4f51243a764cd8eae1378f991a12094b11f87a2

Observation ca031f70-8f54-4ef0-8828-dc54e71cd6bd · outbound

This paper cites Online convex programming and generalized infinitesimal gradient as- cent.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Online convex programming and generalized infinitesimal gradient as- cent

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.897470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.612608Z digest=sha256:8af112d4102ed8556beab49eca778449584e897d0d0f787a20dc073a4a58d16e

Observation a78f95ee-4388-4860-8fab-d12421f6ec09 · outbound

This paper cites Dual averaging methods for regularized stochastic learning and online optimiza- tion.

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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.750227Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.755676Z digest=sha256:100bfcd0fb7e2005a0a65489f9683051cc09683d9bb9a09ea902fb408abe32d7

Observation 33d4b00c-a2e6-46f2-9df5-4baac51cc559 · outbound

This paper cites Online decision making with high-dimensional covari- ates.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Online decision making with high-dimensional covari- ates

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.610954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.837268Z digest=sha256:e7df3ccd924950d58a59c938efb5c1863b1d39b99ee22c8aada396165e8a2767

Observation 1485c2b5-b3c9-49d9-b6de-2c2eb447b60e · outbound

This paper cites Foster and Alexander Rakhlin.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Foster and Alexander Rakhlin

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.484623Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:46.949415Z digest=sha256:156c82f1950d933e215b5277bb2091111e00cf61140648c553c19d0fba5c1230

Observation 37f8601c-db58-4752-b1a2-a15def79abd5 · outbound

This paper cites Contextual Bandit with Adaptive Feature Extraction.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Contextual Bandit with Adaptive Feature Extraction

Reference 40

Resolution
metadata mismatch
local_arxiv, observed 2026-08-07T14:55:48.572404Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.074591Z digest=sha256:a2c80d61ee0b01d89c3e49229fc8c9a7dc69132690b05b7073814e6ad3a6c4b7

Observation ab77cd4c-bc65-4698-9eb1-7a73283f3641 · outbound

This paper cites Causal feature selection method for contextual multi-armed bandits in recommender system.

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

Resolution
verified exact
raw_fallback, observed 2026-08-07T14:55:48.443724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.146549Z digest=sha256:e1baf4c386b87e4ee9cd1b989d53806e26a6c377962f9ba3aedecfa72d570c0f

Observation 719d9405-00a6-4b11-afc1-f64f6afc5e81 · outbound

This paper cites Wide & deep learn- ing for recommender systems.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Wide & deep learn- ing for recommender systems

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.376939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.252750Z digest=sha256:3523994af89ef3cfb3d603750267a181223bd671dad38303e6935b1d12420292

Observation 1173780e-f34e-4866-8a92-9de573f74de4 · outbound

This paper cites Ensemble contextual bandits for personalized recommendation.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Ensemble contextual bandits for personalized recommendation

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.220307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.354130Z digest=sha256:6a1c61adec38d5c17513c9947298995108d474c4662089b2b5f5076d2c93322e

Observation 8eba71be-9673-4102-b44c-f8e9b18b8e35 · outbound

This paper cites Constrained contextual bandit algorithm for limited-budget recommendation system.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Constrained contextual bandit algorithm for limited-budget recommendation system

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:50.087566Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.485973Z digest=sha256:063f96b4f8417797be97fa374b84f7ae26a7515754cf28f1b138a31905876ce8

Observation 1fb58823-d972-4b0a-9b97-509949c0fec6 · outbound

This paper cites Portrait of an online shopper: Understanding and predicting consumer behavior.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Portrait of an online shopper: Understanding and predicting consumer behavior

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:49.948538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.583958Z digest=sha256:d6bf49410be9648ac965c86a57fe3c648b1863148b59333913681d217a5ea607

Observation 58d93ad1-a36c-4039-8184-c431bb7dc211 · outbound

This paper cites Partially Observable Contextual Bandits with Linear Payoffs.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Partially Observable Contextual Bandits with Linear Payoffs

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-07T14:55:47.677237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:55:47.677237Z digest=sha256:762e0a029518a895998f23c2bc80dccc46191865c023953ad3b97f873ae6459a

Observation d2eddc29-80c1-443b-9965-7d8b1dbc64da · outbound

This paper cites Linear Contextual Bandits with Hybrid Payoff: Revisited.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Linear Contextual Bandits with Hybrid Payoff: Revisited

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-07T14:55:48.180796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.785682Z digest=sha256:7fab0a4e5fb46371938bce7f737147b85cbf1b47bb1a0b38b3096b69e6cba1a8

Observation 3771f3ae-38a2-477d-8307-d6b4ac7d4f8a · outbound

This paper cites Shariff and O.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Shariff and O

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:49.836435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.898499Z digest=sha256:a1567b3879d26f06d30f2bc48cec49781fe668a1f9efe2c42ea3d06ae6eede75

Observation 51095aac-1ae1-4be1-a81a-cb9fb925bb2b · outbound

This paper cites Generalized linear bandits with local differential privacy.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Generalized linear bandits with local differential privacy

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:49.711786Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-07T14:55:47.990585Z digest=sha256:55ba31f4e0e1edddd0894977b4b94ca101295614c622294e7841d2d0afcb17e0

Observation 4df2dda4-f025-4f2c-9938-890161cb877a · outbound

This paper cites an unresolved cited work.

Scalable and Interpretable Contextual Bandits: A Literature Review and Retail Offer Prototype Unresolved cited work

Reference 2010

Resolution
unresolved
no resolver link, observed 2026-08-07T14:55:45.465098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T14:55:45.465098Z digest=sha256:6482dbecfd52387b3948e6176e963ce5de62dec08a45757223ae412320cc97b6

Pith citing papers

No inbound Pith citation observations are available.