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Paper Citation Record · LEDGER

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

As of 18 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 2026-08-18T06:34:40.430872+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
raw_fallback, observed 2026-08-07T14:55:56.664528Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:56.496090Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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
raw_fallback, observed 2026-08-07T14:55:56.305096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:43.575861Z digest=sha256:e9669749d59e9b2b6bb90c2f8d1553b081b9605a95cf7c8abb6dff33a3a9564b

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
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:56.040906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:43.655183Z digest=sha256:19722b328de248a4e6358d9102101532272de861ac715291b2d8ef27c140014b

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:43.754819Z digest=sha256:1a97e9dbca5f6e31b3b815f5aa75e6351b65227ce48fc9fb93285f9a269ec5f4

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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verified fuzzy
raw_fallback, observed 2026-08-07T14:55:55.853436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:43.850119Z digest=sha256:c42c80be800337817ca0c3b79b1e023a5e83cf894add6ae0ffbcb8f5cead56ba

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:43.944979Z digest=sha256:9124eba3c78abcb3664239913253bb6a7a4dd02115d770ab0574d6d9c6491c99

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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verified fuzzy
raw_fallback, observed 2026-08-07T14:55:55.541861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.040123Z digest=sha256:45af4a5087ec1b339ad3f3db77bb9b648bceb253dafb966a77762eb0414dddaa

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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raw_fallback, observed 2026-08-07T14:55:55.386967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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

Resolution
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+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.

source=pdf_text observed=2026-08-07T14:55:44.294687Z digest=sha256:70b51ba78dbab510364d72003f8352360f11087acf7164251880c96444a4f1b6

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

Resolution
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raw_fallback, observed 2026-08-07T14:55:55.061684Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.396363Z digest=sha256:5a387f6f6c44e33775cbe0bc2b648c41110186a0982bea02f609a993d072d6bb

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.473278Z digest=sha256:e8226bb2cfd11f55076bcb5a617467ce6dc6e4c574d0eafcbc3e752abdab9ff4

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

Resolution
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.619201Z digest=sha256:1e5bac0e39ebc657874a692716cc5b3d6da7da4afc85a2ede79deaa011ebb794

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.724203Z digest=sha256:f78b9ef78510382dfa32ecbab1589f9a25d6f4fa3fd382c6c6b3ef0b7ceb0062

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.788999Z digest=sha256:288e9e0d3175010a44ae0fb71ce5db16300972ff18d0ceb261afaaaacd01f315

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

Resolution
verified exact
raw_fallback, observed 2026-08-07T14:55:49.377419Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.851124Z digest=sha256:519b219337be36d31728fb2b7e3afc1c39283a9afd0fa7ab8b3fe97c1f61668e

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:44.940432Z digest=sha256:1a0f5890c894bbcba4ee8014d03e0e6fb147e6d4492349f289bd0744a5ac375b

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

Resolution
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raw_fallback, observed 2026-08-07T14:55:53.843870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.067676Z digest=sha256:17bf5be66007ceb233370b2913c2214d81ba4bbb1912d1a6e8ad549ff7b1ed89

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.176605Z digest=sha256:5225bbd853b6e312452c0e97e150ef92f737f1a8977c55108c6120faa9a15d22

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.249104Z digest=sha256:d9405ada8c57e1af8f0a161ed4c01a24767c857e4a763093b5e1b1625ddd486b

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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raw_fallback, observed 2026-08-07T14:55:53.003112Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.370065Z digest=sha256:5e97786e5ca418495a1aaefd3704e38eda665ed8cad3e47f2f44b5f1df3d1afb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.567973Z digest=sha256:0cff36fb14b0a58d975be7d41dcc10d75b117e2307d57889341c082ad31490a0

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

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.637843Z digest=sha256:50aa894a4e7cc5b73971c6664b0d0416ea6f6b18a3b9773c33620089a6efd26f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.730607Z digest=sha256:2a99080e94137a8a76aee9fba7ca702388c206724e6adc4e0f1f03054eebfc56

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

Resolution
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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.802879Z digest=sha256:ecc08998b9e33b7a10636137468104d07bc481af9813c76339e6249c956c495d

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

Resolution
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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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.866265Z digest=sha256:020c627a9a20be38a7bbe55205f0ef06f80ebd2567770107f53cb17041234083

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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raw_fallback, observed 2026-08-07T14:55:51.759568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:45.984899Z digest=sha256:21448a90a4fd39ab45b96b4a491e35ba260842e58ca1bb830f0d47da22c96cdb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.065548Z digest=sha256:72fb34e72af45cf1ceec05c374ba0b1e5f8d3cab9b4a776cd06d9745577cd440

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
verified exact
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.151161Z digest=sha256:70be23e3e35c7dd7a171e7d81286da7154d91215825c9a55463adecb467d02e0

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
verified exact
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.240410Z digest=sha256:b4bea692c6dc485e8cb81a70e87b2659d8744d5386e3ec32d27251455d233250

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.333536Z digest=sha256:f973c330905788ea7c2cbae101ee46ca2fe4eaa533e60b6d6af26a57e1f591a6

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

Resolution
verified fuzzy
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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.409669Z digest=sha256:420a8442f27c33dfc6b1a202c6c8f0eb66198e01ddc5fdd926c0741541168174

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.505930Z digest=sha256:ad04f1e27df418caf8e0dcb3f502bf11058f5f5e31ed0c58456c14aab687198c

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.612608Z digest=sha256:0d4bf4ea7799b92a44fc492b75a98d153eb4240840c4de0e2f9eb3f1954cc1be

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.755676Z digest=sha256:a17ee503afda81afad0f63b9d3d08a392fe12817fa10e0113f03a1182dd5a93a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.837268Z digest=sha256:7d4a62cb726a7c9d16f5d3a1bf8f418b189e86e1cec583efc6db0e69b4bbc149

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:46.949415Z digest=sha256:ec58192e6feeec767ac2f1568a84fe9e95012060483d01542ce8b194d058fb0a

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.074591Z digest=sha256:e890cbaf481c577fc0d77b8a2375f652a2f630d4afc509d9963528b267b4244f

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.146549Z digest=sha256:c0293de4a9e3e6dcc693e31825cc5c8c476fd6d53cb83cdf543cdbd04d702abb

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.252750Z digest=sha256:7d1e4540e246569b7b9ea589b44d075539506ac53ba169ad636faded5cd6a102

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.354130Z digest=sha256:7f1a0826e99639c72a0a1220db67e3fd7f60ff7ae660458f2c4fe4745b04b5b8

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.485973Z digest=sha256:68b5d2d72d45dfcf7e4c8d2a1035c63bad799882250b3fa5f8a643cfc6fa7ef5

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.583958Z digest=sha256:8cf87cfa69850d1960297f27ebf4e173acd2ab6a3ee9da6957ec03b22631ec98

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:d56886d2fe6075edc1343f4b365b113c6689a79c7eeda8c8cb524725df7636ac

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.785682Z digest=sha256:ba2757e7df1a3bce56b676d898a3c1ec007e932258fc13419718e45cf2316584

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.898499Z digest=sha256:cf0915b89c91b027118687fdd9dbaf96d9842ad4fb83452f75b062eb6a72a037

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 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-08-07T14:55:47.990585Z digest=sha256:4c5feb46e9cec0137e92ee7cbe0263f530085a12e0ba617fa80b44d4424a592a

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=sha256:789b950e8066d298d721064fcf17f0106f16536e686fd16e15a24c8b27c69019

Pith citing papers

No inbound Pith citation observations are available.