Pith. sign in

Paper Citation Record · LEDGER

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

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.

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 2026-08-08T06:32:00.761636+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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.381111Z digest=sha256:506bf9cde7d155b321c1963c3cad2c6c282d463964206a7d9972f2e8922c009c

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.409748Z digest=sha256:c2ed6ad42250edc5be652270dbf6af57d83dc71e2f10d616c34d035101126e7c

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.

source=pdf_text observed=2026-08-07T14:55:43.489052Z digest=sha256:8c90b9a04dbe7c9935d35c288217069b62922a443bfa01bcd0269e917ff0e402

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.575861Z digest=sha256:ca841234005b0f30a15661f9946c3d1ca9c5b624aea439dfcb5b00bf10194c92

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.655183Z digest=sha256:7988c5a1eb5831d2bfeadb0ae0cf344ebc7227f1a866271dbe128c49ae2ed297

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.754819Z digest=sha256:e6c1425c8dc8099981960eb655513f6a17a4c36fad5883db6de7801005b41421

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.850119Z digest=sha256:76d74b19a75cc8a029d6ba3f6c714b248050a120a1e51b7d26da702f7770e9b5

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:43.944979Z digest=sha256:af0483c123794e7b2c73911c1dd72a85c6b9e61a657c3273de9f15347d0d5d2c

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

Resolution
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.040123Z digest=sha256:b18bb917c39b114ed6f8de9521034470c6fddf1f4115778e65e4fd7867dc72b7

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.109115Z digest=sha256:62341da6715328bdcc6a3210058e733a2e05fb9b816c8732b80eba0cc2913729

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
verified fuzzy
raw_fallback, observed 2026-08-07T14:55:55.221907Z

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.

source=pdf_text observed=2026-08-07T14:55:44.198145Z digest=sha256:bb8973e6bf0ea936579f6bff6c333140d8b3a5f22bf104a819591c8fd0938084

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:fe062fce2704d96664d679081738977a38a06ec1a57aee610b0f170c23d27f58

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.396363Z digest=sha256:7f7fe3be47053b96d1230f2f73fcb55c49f2a3b728a278550fabcafb68319690

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.473278Z digest=sha256:aa383a73b68eabd661977344723ad4b9faaa3e5bbee9681cdd32a5589717ddb9

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.619201Z digest=sha256:8baa5d96936c6093bc9b978385f2d886d81f86a6f7063d25becd568b87c1023d

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.724203Z digest=sha256:d7ea09da7988ad245280f23f6d121b1799f547c0dc0fa9df889a733e13c35b55

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.788999Z digest=sha256:efe8566cecef36f495669b3be8633dc4170c6eabe02fa9b9a0c2de92bb50229a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.851124Z digest=sha256:b564aa4ea3367da6936922ccd6485d4123d1f5705f98d2815deef4ce5fb29b38

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:44.940432Z digest=sha256:a73987a6f4a7be00353d3089b8bc5b2198b1fb3a0955c95cfca89a5e40c3bcc9

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.067676Z digest=sha256:2730350fcc169ba5b5ccc7bb21e60b5a9c131eb5f55556f0831082ba894842e6

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.176605Z digest=sha256:e619fe0096a058b729499da3e7bd04f45302c7f32c43ab65d49a8fc43b2ee4e9

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.249104Z digest=sha256:a1e1ae85648ee2685653a9052b7b0d1e4a5a89d91d5874a1901e2f20969eed70

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.370065Z digest=sha256:db9af4bf810a265e7b783710e02f399f03e2fe70844fdf81dcb28bc6e7874377

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.567973Z digest=sha256:d0bff1b3f959145d3e1c2205458674659a97273370a6f1c158d33379eea29dc0

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.637843Z digest=sha256:e0cc20e73619c67c760845bf753ffcafaf723227be87ee13702e3ee061919416

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.730607Z digest=sha256:3f54b46fc4ce0218f26c9a98d5926eec3d284b08b355e11848414f79ca5788b0

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.802879Z digest=sha256:6fed086199521a6e516c6b83f6b11a18d7b873755ea433bfa60684c7c759307f

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
verified exact
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.866265Z digest=sha256:174044e87edf61bb557ddcfdf0be00f2090626fad805e085497128732e5d2ce2

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

Resolution
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:45.984899Z digest=sha256:22bab80d3a279011f7c6fc6c0f7955a53af52e38ba1a6e3e6e20cab5a6dbf2bc

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
verified fuzzy
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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.065548Z digest=sha256:eb0cd9b49a6cddc383dacaecb190c47ce8fca4c8ac363de73e0e958f97701bcb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.151161Z digest=sha256:3afa66c283226fd111a0d188a280970aed09af360abc0a089fa7b97126729d42

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.240410Z digest=sha256:1ba99ea3361a63c257cfab8e51ccbac6892c8e1d4b4accf61de2563fb5cea280

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.333536Z digest=sha256:f52826259658a962d642d7a8d4855764f7abd6294563a8d50474748bfb76bbee

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.409669Z digest=sha256:3cbfe11be476bba26ea158bec1436f6f86227e0bab22774e368c76755527a254

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.505930Z digest=sha256:73c9ed0a7cd72e9f3fa6725b8de083f9c857ecca599e37b51e688cfbd38c649e

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.612608Z digest=sha256:d66fcb13d3d0f13a3d33d96510fa07cc5a95f2be5d660a65773e09668343be60

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.755676Z digest=sha256:ec6f1dbfaf05f26e6bc3d258495cd1a6f3334cd00000dc41e441bd60c94ffa2f

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.837268Z digest=sha256:cf46f75e4cc6a83f9a74bc836ad2b7bd74ef8e19153575869771a6f6eae69b61

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:46.949415Z digest=sha256:ad2e33c0f44175c84b13ad85ece03915eb0b2a9ff9034c07d20914bc10ca8764

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.074591Z digest=sha256:bee4a8d69219284a248468d259cd1d6ef5a5f15b30da9d6c89663c322dcd977b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.146549Z digest=sha256:03fed39790aa79961a77aba321375a0c1fd9a816c45ab48398821dc5d0dbb006

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.252750Z digest=sha256:ab3412359435e1b43ee0b7b8114f5f7c126d0cb0f951a578b34321d1331a986a

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.354130Z digest=sha256:e8111fcc64892456de9c9f5ddfb6588366a94359df2431dc7b7f871e8cc9e830

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.485973Z digest=sha256:6b0006e6f16d7347a55a2fa3240f7743b33379f2ae5c4672a5dd75fecdface5b

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.583958Z digest=sha256:a933f81c338722d51079a1ab58b11a81972fcfbbcf900b5daa1fcce871160a1e

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:fdd6dbd5f09e73abf0b66798314941ee6ad47bdc1e365213fb5d801367e54826

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.785682Z digest=sha256:053e86c50fcda2146931cbe940420b25ba66866cd99f027a9f83c657f85efffb

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.898499Z digest=sha256:d410e042d6cf2cec3aefecc130f0a3086f44e823ce2b66ee2dcb2d8c6050ce27

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 2026-08-08T06:32:00.761636+00:00.

source=pdf_text observed=2026-08-07T14:55:47.990585Z digest=sha256:83486121088bfdee2a7b8d6e10ffe5480c9d1caaf222a6751e3175d07db32246

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=sha256:63d342c9deff89fa19debd4cf9bc1af6178456766ade4cc1f5d7784297d55e07

Pith citing papers

No inbound Pith citation observations are available.