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Paper Citation Record · LEDGER

Diffusion-Based Data-Driven Assortment Optimization

As of 16 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 2026-08-15T06:32:42.880941+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:b07bc39c3ae9ac8eac5434b6d37d426ed6d238927555825d3e7dd991251ab04e

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=sha256:76119bbe8d77df8a40450a3e85c6216cc86980edb5215b9e4c3f3d4b26e9f1c9

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=sha256:79235cd2bacaf60d8408ee334f7365da6149a0b1a217276e9c2d7cddd7e22ecd

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:c77512de63285f25e5ad7d9c5b461c502503285879114f02cdd5918f30ad3bf5

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=sha256:8f9d255a46e2dd550fada40a07be00039fa4d63afabd2af2db1a1e733b9a36e5

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=sha256:68a4752f644778cd60afbd4eed1c5a2a429364f92009f11534994a63ad15d230

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.902085Z digest=sha256:112d573828c8fadf9270ae83c532d612168304d8acaae27bf80d63eb7d3f21dc

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.906021Z digest=sha256:bbaa349f14015d393829b5d1f8249fd7e4b0637dbcb8a92f0344efe42054af48

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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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.909814Z digest=sha256:ddc44b7fb1df35d3e65935d46e7ea55082731a085711a26441dc2e7243371e21

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.914390Z digest=sha256:bf9549fde388a38643c1d25583fbe35b523da29e800c69f26fb917b5660951b6

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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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=sha256:3eae8377cca5dde44e82ea8b6f628cb8ad176237dae40d8afb55865ff677e45e

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=sha256:46e3ce5010330d1de0cd0cdd093263862b25beaa1e40420021ed6abca1c5a62d

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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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=sha256:9d80e75fa6d17b1ce7dbdd4edff4bd610b7d7fddfbf89b63dc13e6bab8fc6efd

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:f8a1b3d568819a119fdd5d4e0551dc53c97248b8b3ae0b3862a692e47c592ecd

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=sha256:1f589c7fcf9a6be53d2e65e26f2b21a93c39c3610647ca00c89d9cfe7e6e7425

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.940868Z digest=sha256:1d3ed949d1ee77f1ba3f5939b8a1e4b8521fb44d68b888a61e204340864294a0

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
raw_fallback, observed 2026-08-15T14:17:33.348024Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.944655Z digest=sha256:ad3583badbe57cca5e6b2a3186356ac8b175a968ed3759162cc2ddcd67d31b73

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.948899Z digest=sha256:55f96857377823969bd85c4b554de747617f943487c58d0b2f7554af578acfa8

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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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:d5d92fd9ff227213b69d3557257663da6f8575bcb191f2a9ed73b6db5b96c269

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=sha256:55f57e4a95b39b1a816dd54052d1c6ffa8c70dfea01dd7de3a9be1a332cd50a9

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=sha256:0fd4defe759e0ff5727869793a4263b04fc1272328740e06a2b34e971a456759

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.965914Z digest=sha256:b1efb31565260ddd8d4066239e46b9d0880df6f50b8740433d30080439eb4462

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

This paper cites Management science , volume=.

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

Reference 23

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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.970433Z digest=sha256:b6e9e892b2d7c39fbf052bf99e3c185c015700a611856d2de5398cbedaa19e7c

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.974170Z digest=sha256:8890eda97954b189aaf39abc363b8c9cd577eb3fb7ced777141318b458cac3d9

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

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No event found in the named queried sources as of 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.977925Z digest=sha256:df787a086b18f93c845aed436392f1638eee661896262a9462dc9943ba4dde82

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=sha256:1c50baa992b65dd74ae923f4c581d38dfd1ef54e562ce40654244a0d4b77c0b4

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=sha256:5a62a27f6ba0c8ad8f20e1ab57c751a451d30fb8c671e83dd1fe981c3eb848e0

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

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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.989409Z digest=sha256:f9ed506a9bede6b2652a415b16c9f026582cb917782f08f44c0618808dda5316

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.993185Z digest=sha256:f05c1a498a83fddb61756ed65bbfded02ce0c580f626fb5b9d48c710f0b21255

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.996786Z digest=sha256:d0569ce9d329031cc088b238c8c717dbea42eaee5e0d144e7cdec5cbad8f2824

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

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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=sha256:0f6de5c96f3f6aac21d34936990f2cff527cf821eb93582009f98e98357b7116

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.005288Z digest=sha256:3eff54cd55929ea9f066ddc9137c0d4c1d8659c0ad6b165a218222915e9c2066

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

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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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.009552Z digest=sha256:350c500fceda57870b271e4f4f80c82f8e815a40d1b5c4dd98a2cf82d1f07be3

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.013479Z digest=sha256:851d9d4eac3ec881e5a7dfd84674ab129f36e16d134ce96cb5e4dc2f159580a0

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.017546Z digest=sha256:1a3d6b889b68021b6aed76f5bd4b3b57709cf2dce11513fca0baa98f9c590e53

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=sha256:1e20876e725c6265fee5ddf810374b540670b7ff35444fea9d9e3daad2e76339

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.025414Z digest=sha256:086750dcd38a991c6a45e5d634d42d7ecac2b76801957e726503a423e8f07102

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.029366Z digest=sha256:6d1cc19ea73855f6c5105c43dd555290fbbc73d2422cf89aeb89e5b033980367

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:b89775fdb0ab87b660103c2b216de3ad149d94b163d7794e54dfce2d06e01098

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:b86a48c02e766a54ff6f7bf6606fadd4be93aef0de076b3edc11eb80dd6a6867

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.040635Z digest=sha256:535f9d6b457c59e439bd71b0f4f195071a25ff61ea0c2545806a90ebdb257f8a

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=sha256:0bcce98d666dc756dec783ff88a859db058ebf0b485323aad14d0ad5dcc2392d

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.048432Z digest=sha256:3a8b4115ef491fce4eb7663d2801cbc179e9ddd77993c95c1b93f6325ee5aa5d

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.052381Z digest=sha256:8eebf8097971ed8d06025025bb4bcf24da37a24d48731b8d1b7d95d4f3df24ce

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=sha256:304a14da6dc6f1d29ff42b83d21c9f708fbb8eb6f9823638a0714747a14ba1f0

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.060802Z digest=sha256:2b5a116c5d0ca833bb170188dcd4521f67232c278bb755f7f40083e616196e21

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.064739Z digest=sha256:9e777bc974e902325dae3c991a07dfffe810aed979cd65052a75c3acaeff205b

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=sha256:811d47f22a558176fe9cd0758758bb95856b1c5e33845ac154fc60326c08ba2a

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=sha256:3710f118ede68da4f0f3c4310cc2edd4494b2d72de4172e11c874dae2bcd4afb

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:dd82ac0a91e86d5ee51e9b49438cfb41f063b9d872525dfaffc5516bf8345017

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:a8190f60b09f78e6f817a1aff2142fce1f5813fca4d39aeb509dc1412251d6df

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.085382Z digest=sha256:511df9c3327a72c70ef084b66f8fe9cae8608f14bc02ffcdab266a951a782ff1

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.089204Z digest=sha256:52ae0e73f74e6c8c703b00e3fe183043d04ad793865d4532beac833d9824d328

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.093217Z digest=sha256:c5b363a016c9a5c3a6e9a6295b54694cc76807d9327f8f68fb4983e3d9ef5912

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.097027Z digest=sha256:1f68abfc2229bc79198f7a1a8ec6dd6ecc89eb661756a640fbf3519bce0d1118

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.100839Z digest=sha256:be4a73594310684b4a502b8b6fc6b74547039bef97d6643d9cd03179fa469f7e

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.104553Z digest=sha256:c6cd89a93a3863b5a378b86782c8a0d0d52169b56e5e9022de59b19a1767a60c

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 2026-08-15T06:32:42.880941+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.108754Z digest=sha256:2322620ee05c2ae615e0ed311ea5bcf80382ec308e5ad7b65505c0cd954c759d

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=sha256:5dd8fc875285ca4e4b15574b5ab4f51f8bef228bd97f497bf0aca31bde0401cb

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=sha256:9ab6119a9d76b5736cbe0d523fd36e4735f9c8226dab9e479b989107db087c0b

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:f885154d080c5bdbee1d6588489eeb179ea9fa718bd14b0b903f7bc6e713798c

Pith citing papers

No inbound Pith citation observations are available.