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Paper Citation Record · LEDGER

Diffusion-Based Data-Driven Assortment Optimization

As of 18 August 2026, this Paper Citation Record lists 61 of 61 outbound references and 0 inbound Pith citation observations for arXiv:2608.11419.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2608.11419 v1

Coverage vector

measured 61 of 61 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:33.121154Z

measured 61 of 61 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

61 of 61 outbound references displayed

  • verified exact1
  • verified fuzzy30
  • unresolved29
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation e5b0b88f-201d-44e3-9e4b-83db75ca9ae8 · outbound

This paper cites arXiv preprint arXiv:2510.01693 , year=.

Diffusion-Based Data-Driven Assortment Optimization arXiv preprint arXiv:2510.01693 , year=

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.875088Z digest=sha256:11180d7678b7e00bdb7ccd3324748c310e9d832b14e0a9d2c6777faeceecda85

Observation 8990980f-69f9-48a9-9fd8-1bb3840f194f · outbound

This paper cites A Neural Network Based Choice Model for Assortment Optimization.

Diffusion-Based Data-Driven Assortment Optimization A Neural Network Based Choice Model for Assortment Optimization

Reference 2

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no resolver link, observed 2026-08-15T14:17:32.880501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.880501Z digest=sha256:42d0e90a389015b1b9bd700e92c17d28e2aea721228ceabfcd43eb3215acc626

Observation f72bdae1-5cec-4aa1-af24-0fbefbaa02d7 · outbound

This paper cites Learning an Optimal Assortment Policy under Observational Data.

Diffusion-Based Data-Driven Assortment Optimization Learning an Optimal Assortment Policy under Observational Data

Reference 3

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no resolver link, observed 2026-08-15T14:17:32.885034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.885034Z digest=sha256:49e923cc9ec26e7656aa57d92c24d99b8a38e9494ab8cbd929dc8cbc20375970

Observation 95f88f63-004a-4ac3-b98c-7d1626c7c7ab · outbound

This paper cites Advances in neural information processing systems , volume=.

Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=

Reference 4

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no resolver link, observed 2026-08-15T14:17:32.889176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.889176Z digest=sha256:584e34eb674314a98d957da2e3af40823d0efabecdf1669c896143616791157a

Observation 10f0c11c-b91f-4dc4-8b46-71963165987d · outbound

This paper cites , author=.

Diffusion-Based Data-Driven Assortment Optimization , author=

Reference 5

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no resolver link, observed 2026-08-15T14:17:32.893679Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.893679Z digest=sha256:8929de2fc9195df49821923cd2c3a3ec88ba37cd0e19e82946fff6dde62743c9

Observation 0c70c341-f986-4ef8-b674-af1b2be30905 · outbound

This paper cites Maximum Entropy Deep Inverse Reinforcement Learning.

Diffusion-Based Data-Driven Assortment Optimization Maximum Entropy Deep Inverse Reinforcement Learning

Reference 6

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no resolver link, observed 2026-08-15T14:17:32.897676Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.897676Z digest=sha256:8f1aa93727a1c42bb5704233c9052cbae2fbd4086250c25a8b50b9094e7821d5

Observation 192ef3bc-296f-4d28-88bb-af4bbb892906 · outbound

This paper cites 2020 IEEE Symposium Series on Computational Intelligence (SSCI) , pages=.

Diffusion-Based Data-Driven Assortment Optimization 2020 IEEE Symposium Series on Computational Intelligence (SSCI) , pages=

Reference 7

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verified fuzzy
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Source-reported events for the cited work

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

source=arxiv_source observed=2026-08-15T14:17:32.902085Z digest=sha256:825f72e34bcc5e26abf9a1d22b591c60e9beb274cca81de2c6b4c62869873c90

Observation df05c289-c22d-4a18-9130-bba188241844 · outbound

This paper cites Naval Research Logistics (NRL) , volume=.

Diffusion-Based Data-Driven Assortment Optimization Naval Research Logistics (NRL) , volume=

Reference 8

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raw_fallback, observed 2026-08-15T14:17:33.922506Z

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=arxiv_source observed=2026-08-15T14:17:32.906021Z digest=sha256:aa232892c1200212754c898348d7d9f5ad04b518f611a06c1512ca062c4408d9

Observation e40b2619-ee02-4758-9385-6afb07bf1994 · outbound

This paper cites Marketing Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Marketing Science , volume=

Reference 9

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.910704Z

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=arxiv_source observed=2026-08-15T14:17:32.909814Z digest=sha256:95a2bec8ad245f4f99f5483e48853f6f074c762b367121e6ad53a0e12c4d4b55

Observation d710a108-2514-42b8-9b25-4e0d12bdba47 · outbound

This paper cites Available at SSRN 2512831 , year=.

Diffusion-Based Data-Driven Assortment Optimization Available at SSRN 2512831 , year=

Reference 10

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.898858Z

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=arxiv_source observed=2026-08-15T14:17:32.914390Z digest=sha256:a18b5e1d67aae228a83664691c275e038b15e1ad9cfc95cce8905bdb6d613f08

Observation 3e96e32f-a4b6-4fa4-9697-0de328a433f6 · outbound

This paper cites Advances in neural information processing systems , volume=.

Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=

Reference 11

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unresolved
no resolver link, observed 2026-08-15T14:17:32.919265Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.919265Z digest=sha256:5608777f7ed71a92711e8efa650f39c460b7c4ce587ec9758c10f504d01793f3

Observation c80f2bcd-e528-4416-a423-e9863311ddf4 · outbound

This paper cites Denoising Diffusion Implicit Models.

Diffusion-Based Data-Driven Assortment Optimization Denoising Diffusion Implicit Models

Reference 12

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no resolver link, observed 2026-08-15T14:17:32.922922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.922922Z digest=sha256:ec0dac95eca8c9e8b207bf7c0a4392f454c0ce18c3ae62a002f892e2ebefd948

Observation a885e205-613f-405a-ad2c-1eb7ca160ec6 · outbound

This paper cites Score-Based Generative Modeling through Stochastic Differential Equations.

Diffusion-Based Data-Driven Assortment Optimization Score-Based Generative Modeling through Stochastic Differential Equations

Reference 13

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unresolved
no resolver link, observed 2026-08-15T14:17:32.927701Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.927701Z digest=sha256:2712baed0fc5941dcbb8e6a80febfc943d54fa22175fece5b68cf346ccab3fa8

Observation e5f600ab-3bc5-4084-b9c0-f895a9ea6779 · outbound

This paper cites Score-based Continuous-time Discrete Diffusion Models.

Diffusion-Based Data-Driven Assortment Optimization Score-based Continuous-time Discrete Diffusion Models

Reference 14

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unresolved
no resolver link, observed 2026-08-15T14:17:32.933129Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.933129Z digest=sha256:2a7d336cdd0b6e43cbdb24a466ca2783e9e2b5a401e748952133e9d62d716516

Observation 9ccf9c9c-d53b-43d0-a9d3-c4583cd6119d · outbound

This paper cites International Conference on Learning Representations , volume=.

Diffusion-Based Data-Driven Assortment Optimization International Conference on Learning Representations , volume=

Reference 15

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no resolver link, observed 2026-08-15T14:17:32.937326Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.937326Z digest=sha256:2bd44cfff8c818aa8be50c269892a0660614648c9b2553e04bbfe0ba99b5bb34

Observation df34f774-18cb-4623-874a-f850cc8bead1 · outbound

This paper cites Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=.

Diffusion-Based Data-Driven Assortment Optimization Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 16

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.874279Z

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=arxiv_source observed=2026-08-15T14:17:32.940868Z digest=sha256:cab59a96bcb7c1d322b542c830621bacec15cc32ead29f983a375c0c2f19ed09

Observation cd615556-eae8-4a70-ad29-37eb1bdccbbe · outbound

This paper cites arXiv preprint arXiv:2602.00835 , year=.

Diffusion-Based Data-Driven Assortment Optimization arXiv preprint arXiv:2602.00835 , year=

Reference 17

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verified exact
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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.

source=arxiv_source observed=2026-08-15T14:17:32.944655Z digest=sha256:65a956365c48534cdd05f565bda7c86bda6aaef90d2136f907b8221dca4fae6e

Observation 1ce0b9ca-2452-42e6-9f20-e95d381fa00d · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=.

Diffusion-Based Data-Driven Assortment Optimization The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=

Reference 18

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.861581Z

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=arxiv_source observed=2026-08-15T14:17:32.948899Z digest=sha256:ef923b60ac59e9afb8fe776ba387cdbec20dca08e79d746303fce51de7bf2f5f

Observation 349ed3a1-f79c-4d5e-8ced-1dc6bb426149 · outbound

This paper cites Advances in neural information processing systems , volume=.

Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=

Reference 19

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unresolved
no resolver link, observed 2026-08-15T14:17:32.952838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.952838Z digest=sha256:a0f45021986ff91a2f3cfe32652528c2eb696939c53b0e1fc2ed119ce08dd5ef

Observation ea0fd503-f661-47f8-b5a8-36468b19a88a · outbound

This paper cites A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization.

Diffusion-Based Data-Driven Assortment Optimization A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization

Reference 20

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unresolved
no resolver link, observed 2026-08-15T14:17:32.956498Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.956498Z digest=sha256:1d5e8d45439215432b3f6fd4929ba1c55a7d1582be287b64e82034df54967ede

Observation 918cd3e7-9bef-4468-bbc3-989792903afb · outbound

This paper cites DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems.

Diffusion-Based Data-Driven Assortment Optimization DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems

Reference 21

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no resolver link, observed 2026-08-15T14:17:32.960800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.960800Z digest=sha256:e0ee8f0d85fc9ee2c62c506c381e675b22b9cd9029b13e0faba59c1c6887e6d2

Observation 69d04ac5-9e37-42c3-9098-e4af4809c8bf · outbound

This paper cites Discrete Applied Mathematics , volume=.

Diffusion-Based Data-Driven Assortment Optimization Discrete Applied Mathematics , volume=

Reference 22

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.841389Z

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=arxiv_source observed=2026-08-15T14:17:32.965914Z digest=sha256:3b21db461f395bd8f16a623a42b38afb1b11c4e950ae0704a175eb375c599dd7

Observation 595c6868-fdcc-488c-a139-bcb62b64681b · outbound

This paper cites Management science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management science , volume=

Reference 23

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.828897Z

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=arxiv_source observed=2026-08-15T14:17:32.970433Z digest=sha256:a6be0963b43f111dcc332cbc5b226475289e550884cf022e12e0e55d0b9dc708

Observation 9e8857d5-f7a2-4d17-8c6c-10c800a180c9 · outbound

This paper cites Operations research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=

Reference 24

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.816466Z

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=arxiv_source observed=2026-08-15T14:17:32.974170Z digest=sha256:6093e467003ea39e6e66a6e027aec33eec2b2ddcf566b46f45d02f016b74ba75

Observation 7baf13d4-3c4f-4c14-b935-3e8de8874506 · outbound

This paper cites Transformer Choice Net: A Transformer Neural Network for Choice Prediction.

Diffusion-Based Data-Driven Assortment Optimization Transformer Choice Net: A Transformer Neural Network for Choice Prediction

Reference 25

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metadata mismatch
local_arxiv, observed 2026-08-15T14:17:33.203384Z

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=arxiv_source observed=2026-08-15T14:17:32.977925Z digest=sha256:63ddd496e2557d99d4be4d4d9b95ff2ae6c05b7dcf0f6447c307aa549c229da5

Observation f2a94dcf-0fa0-44e6-a5e0-a799404d6443 · outbound

This paper cites Journal of applied Econometrics , volume=.

Diffusion-Based Data-Driven Assortment Optimization Journal of applied Econometrics , volume=

Reference 26

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unresolved
no resolver link, observed 2026-08-15T14:17:32.981955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.981955Z digest=sha256:52466b8f599e5662814ad2492c81e62b4b054e73db3894dc17c883f8f5d826b6

Observation 21aa75f3-fa72-4f76-9681-e0ac825a8bfe · outbound

This paper cites Operations research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=

Reference 27

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unresolved
no resolver link, observed 2026-08-15T14:17:32.985539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:32.985539Z digest=sha256:c60b537799daf71295db92004da830bdf3d3e06f9e0d5a701098e28721a0661d

Observation 249c32a7-2171-432e-ba24-3cc136bb7cb7 · outbound

This paper cites Conditional logit analysis of qualitative choice behavior , booktitle =.

Diffusion-Based Data-Driven Assortment Optimization Conditional logit analysis of qualitative choice behavior , booktitle =

Reference 28

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.789847Z

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=arxiv_source observed=2026-08-15T14:17:32.989409Z digest=sha256:bc317ff2f50f10e892693adc1352c73090d8a5c4b504dcca2c7949241d9c2fe6

Observation e557649b-d20b-47d4-ae49-fa54d079d7d8 · outbound

This paper cites Production and Operations Management , volume=.

Diffusion-Based Data-Driven Assortment Optimization Production and Operations Management , volume=

Reference 29

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.777754Z

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=arxiv_source observed=2026-08-15T14:17:32.993185Z digest=sha256:e9fe592608fc537a36ca93027f1c460bee639ec77d51edb4f56a39aed68f3417

Observation 4bf0e70a-0ca8-4f40-9f93-b13798f031c8 · outbound

This paper cites 1981 , publisher=.

Diffusion-Based Data-Driven Assortment Optimization 1981 , publisher=

Reference 30

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.764426Z

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=arxiv_source observed=2026-08-15T14:17:32.996786Z digest=sha256:6417f5ab56ffb92b312b8ec97ba1a27a23d5a2161f9d6bc1463bcbf1245d1a69

Observation 2da9bfb8-2ab4-4cce-883a-794c48124b6f · outbound

This paper cites An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization.

Diffusion-Based Data-Driven Assortment Optimization An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.001388Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.001388Z digest=sha256:ec7da01e361ce5b4624a7f33c3160822682878a82025d34a65a0c59ee48aa26f

Observation 0e3897a6-2dd5-489f-bfaa-2fcdd424647b · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 32

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.752681Z

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=arxiv_source observed=2026-08-15T14:17:33.005288Z digest=sha256:8f726146eb71848aed3ce0d3c63d99e591c57f746e85515fcd22b2f54ac7161a

Observation 2d949758-f392-4124-8673-929720fcf926 · outbound

This paper cites sequential: Optimal assortment recommendation in multistore retailing , author=.

Diffusion-Based Data-Driven Assortment Optimization sequential: Optimal assortment recommendation in multistore retailing , author=

Reference 33

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.740433Z

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=arxiv_source observed=2026-08-15T14:17:33.009552Z digest=sha256:e364f6083d74af4a1302eb0990c8a19716f35be56c2dd750128f48b5f134df72

Observation 54919342-6ac7-4c19-980a-78eac16cd3a0 · outbound

This paper cites European journal of operational research , volume=.

Diffusion-Based Data-Driven Assortment Optimization European journal of operational research , volume=

Reference 34

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verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.727791Z

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=arxiv_source observed=2026-08-15T14:17:33.013479Z digest=sha256:888b9f1263fb4c41cce6359b6e2176e403d22d01ba2e8e994197b7d45937fc33

Observation 5c3c0360-4f71-40ca-a4fc-f34f99897fa3 · outbound

This paper cites Operations Research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations Research , volume=

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.715414Z

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=arxiv_source observed=2026-08-15T14:17:33.017546Z digest=sha256:0a2517edb17504af79d4f5f2053f8d74e381388ed29a730ec8e8533102641623

Observation d7049e2d-bdfa-4cd0-a9c9-e8b4f67d9e15 · outbound

This paper cites 2009 , publisher=.

Diffusion-Based Data-Driven Assortment Optimization 2009 , publisher=

Reference 36

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unresolved
no resolver link, observed 2026-08-15T14:17:33.021560Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.021560Z digest=sha256:3f54ec228e9d95b3797fd3f12be9f2d01f8e8ab29f2d88b433d02cd759c8bd40

Observation 802691ba-860a-4b9b-aea7-515e98d8233e · outbound

This paper cites Management science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management science , volume=

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.696580Z

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=arxiv_source observed=2026-08-15T14:17:33.025414Z digest=sha256:cecb46dcbf55a0b0529c927d4232a934d4a90fbecb8489161a4306423567e4cd

Observation ed950af9-35d5-4952-8a6e-e2105d49c7a7 · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.685312Z

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=arxiv_source observed=2026-08-15T14:17:33.029366Z digest=sha256:377cccc403081c987d5890973605ef51c262a2f86a71d854c4e4d1c4d9ce3e12

Observation f5ad3661-950d-468a-9f14-d915f0ce6e2a · outbound

This paper cites Operations Research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations Research , volume=

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.033119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.033119Z digest=sha256:065cff36ef9783e6ed2ebb36d5c9e6fd4bdb5f0da6a4147bb8c55b497d5cce50

Observation 46732a63-bb10-4368-8785-3a28ba820795 · outbound

This paper cites Doubly Robust Policy Evaluation and Learning.

Diffusion-Based Data-Driven Assortment Optimization Doubly Robust Policy Evaluation and Learning

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.036800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.036800Z digest=sha256:ba84eae58991924213b1953d8d96d4ce98675dea77712e5213a81e4ed3efd68f

Observation be1755ad-c90b-4a13-be74-17dcf60220aa · outbound

This paper cites International conference on machine learning , pages=.

Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=

Reference 41

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.666578Z

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=arxiv_source observed=2026-08-15T14:17:33.040635Z digest=sha256:be2065585a2f7992a7c9e8cbae8da0fde1eb56b2f02bb7f618f4cfccdd8d687e

Observation c8569533-8bef-4935-a1f4-76e33f0adb55 · outbound

This paper cites Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems.

Diffusion-Based Data-Driven Assortment Optimization Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.044252Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.044252Z digest=sha256:32db64232843d63be7f888bda2d4033c3fc8b60105fc812d384e78f13419eb27

Observation 463cfb4a-1e17-4e82-97bc-2a3f72fa035c · outbound

This paper cites IEEE transactions on neural networks and learning systems , volume=.

Diffusion-Based Data-Driven Assortment Optimization IEEE transactions on neural networks and learning systems , volume=

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.653257Z

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=arxiv_source observed=2026-08-15T14:17:33.048432Z digest=sha256:c4866cd3103b0dbe79d40da5bd2aab26f7a6ab5043046ca01bd0d4afbbad37c1

Observation 0519f300-9901-44f9-a99e-9a9c98fbe928 · outbound

This paper cites Proceedings of the 18th ACM Conference on Recommender Systems , pages=.

Diffusion-Based Data-Driven Assortment Optimization Proceedings of the 18th ACM Conference on Recommender Systems , pages=

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.640460Z

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=arxiv_source observed=2026-08-15T14:17:33.052381Z digest=sha256:16888628fe40ac0c4b04ab432effdf320523686e7b79303b47a6db88ba94e1b1

Observation a172def1-604b-47d1-885d-46e78a953a9a · outbound

This paper cites Manufacturing & Service Operations Management , volume=.

Diffusion-Based Data-Driven Assortment Optimization Manufacturing & Service Operations Management , volume=

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.057121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.057121Z digest=sha256:0e26db9452c339829828f5f9394e18927121637a42b128252d5312df5b154e42

Observation a12d3c87-8226-4c08-b994-69fa506864ff · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.621505Z

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=arxiv_source observed=2026-08-15T14:17:33.060802Z digest=sha256:03e1e706a381c3f4c0430cf367b4485513e07ce642f32cdfc3258a0294ce3f86

Observation eefff106-9330-423c-a401-d9bc218f2cea · outbound

This paper cites Operations research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.609572Z

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=arxiv_source observed=2026-08-15T14:17:33.064739Z digest=sha256:3ec554ed36f74fe673ec6b3ad0f5af1a5edad8a3ab11d2e01bef10363cc92009

Observation 1968113e-8042-425b-b306-2e7dd9371698 · outbound

This paper cites International conference on machine learning , pages=.

Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.069227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.069227Z digest=sha256:0693406e0056db4a6086794df7347f6477ebce8ad7dc25057b106d30d9631f62

Observation 59ffc5c9-2994-4ea3-a56b-87f51079148c · outbound

This paper cites Advances in neural information processing systems , volume=.

Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=

Reference 49

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.073814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.073814Z digest=sha256:7f4f41f727ae2e15d2c7c88245398d26ecf13d89c84f1624530628d14672c19e

Observation ce878f15-a9d1-4aa2-a580-a16a707f17eb · outbound

This paper cites International Conference on Learning Representations , year=.

Diffusion-Based Data-Driven Assortment Optimization International Conference on Learning Representations , year=

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.077894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.077894Z digest=sha256:ed37fb5a576267758aab40bf248f8021887079701696a06a374b47ece0a8ed14

Observation c5660dc2-6085-44a5-a4bc-1d0b74305e11 · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.081678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.081678Z digest=sha256:079f63d9948604fc43e911ed7d3ea1d5ff4f50ce1ae3865155f0bd3ea1839a06

Observation de2161be-89ae-4201-8891-ed5e92fd0a64 · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.568421Z

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=arxiv_source observed=2026-08-15T14:17:33.085382Z digest=sha256:af9dee0be487408fcd392b88892caee00c6ca35e3223c5ef270179327bdcc877

Observation 16c0b740-d634-4aca-99b3-55bb9ff56940 · outbound

This paper cites Retail supply chain management: Quantitative models and empirical studies , pages=.

Diffusion-Based Data-Driven Assortment Optimization Retail supply chain management: Quantitative models and empirical studies , pages=

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.554229Z

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=arxiv_source observed=2026-08-15T14:17:33.089204Z digest=sha256:5b10a1978aea84e7af407167e8ad024f5ff3d711bf4d85ffabebd297968f2aee

Observation 16ce24d6-8198-4e58-aaff-5c88d6eecad6 · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.540643Z

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=arxiv_source observed=2026-08-15T14:17:33.093217Z digest=sha256:6fbda125028fe3727b8895c088fb7716ed1ae4c9340819c64032411523a23961

Observation f38350c5-51fe-4e46-bfd6-071ee9bd037b · outbound

This paper cites Operations research , volume=.

Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.528581Z

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=arxiv_source observed=2026-08-15T14:17:33.097027Z digest=sha256:38f9d2069435b624d2705697e2ac32cca16e412bb639abfc6adb2bbfef2ddb50

Observation 6acdf9ae-4a79-4102-acab-6867de304287 · outbound

This paper cites Management Science , volume=.

Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.516885Z

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=arxiv_source observed=2026-08-15T14:17:33.100839Z digest=sha256:b1eb59914d6f82c77add298fb9a4419bf8d82fd70b2ef421130f475a78ab6238

Observation 08a3dc6e-fc8b-4de3-b677-ceddb118c562 · outbound

This paper cites Production and Operations Management , volume=.

Diffusion-Based Data-Driven Assortment Optimization Production and Operations Management , volume=

Reference 57

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.505246Z

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=arxiv_source observed=2026-08-15T14:17:33.104553Z digest=sha256:a500584c43a24992e5a8db659d204462e1d7f8181acad27cbf1abc1fd9e8f2fe

Observation 08616ce1-40ee-4a40-8072-8bf0d104df1e · outbound

This paper cites Transportation Research Part B: Methodological , volume=.

Diffusion-Based Data-Driven Assortment Optimization Transportation Research Part B: Methodological , volume=

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-15T14:17:33.492195Z

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=arxiv_source observed=2026-08-15T14:17:33.108754Z digest=sha256:c4eeb1f49f53c184133359485a79882baa5a77f64f2a7038faa2dcf822ca3970

Observation 7e6dbf3e-5a95-4e90-bf2d-de37cdc8c8bc · outbound

This paper cites The Bell system technical journal , volume=.

Diffusion-Based Data-Driven Assortment Optimization The Bell system technical journal , volume=

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.112720Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.112720Z digest=sha256:0d8fcd36ffd4995937d7ea11b419887441a7276c6278ef4789a1b0b7c9ba6cf8

Observation 4f411231-d8c5-4a59-a2be-77699006ae85 · outbound

This paper cites International conference on machine learning , pages=.

Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=

Reference 60

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.117429Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.117429Z digest=sha256:fe8c8249c624531c6249168a6f8878fb52e3ee3e607f04408196477239c3a0f5

Observation 8357a387-ba31-4454-b04a-9db44317ec50 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Diffusion-Based Data-Driven Assortment Optimization Proximal Policy Optimization Algorithms

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-15T14:17:33.121154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-15T14:17:33.121154Z digest=sha256:cca04512f553c4a4adfb378f3f85168170de199a38606e7cab3b0036ab47e23c

Pith citing papers

No inbound Pith citation observations are available.