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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 2026-08-17T06:30:58.91139+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
  • metadata mismatch1

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=sha256:1753e4c74ac662264be9193199a9fdc347cda602bc95b1a7bf51e0f57f5a55ec

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=sha256:97658a6792d51a172c41d03ec63a8beeb9da20ab45a63e608ab4fc83c626e73f

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:d9f670bc38037c885d8dee8433e19782cb94a8dbbbd8aafae8350e5830e5f334

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:a38962d7e0ecac12ab93e0f440b98740b0d203245868c915e583a6f11ce8c554

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=sha256:9dcb1892e197fe6677ad667c68761443c1a990fff329271050a08d83b061ce52

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=sha256:20d2a7aacc65d0b6abcce839b9e0a98cdb2ed9a1f66fccb4a56d9efa9f09b3ed

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
raw_fallback, observed 2026-08-15T14:17:33.934893Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.902085Z digest=sha256:453082014106aa8a2eb035536f94d2446c071fcd13864f91ce292ad6379a68cf

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.906021Z digest=sha256:e3a6635a4d4145bbd85bd395dc7042fd1d909aea7e828b26d1f2d5dad4c0c491

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.909814Z digest=sha256:2a0334ba2052920e00f8016bbfb532487a92da6cd9eda7c7eb0bdbac1f7e26ec

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.914390Z digest=sha256:8d16428581aa67f01b9b3ec35dc84cc285404df78c5378242ee64b48757b716e

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=sha256:0dc6cb3ceedd7dfd6f931d492fce24c1cb2b55458aa8234fd1ce8c8708163e5a

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:b2801e9b0c4641bf7d2291dee9501e15ee33809fa6ea14769944f0d06b6c6f9a

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:cfb73a7358b22ec75e607289406f04dfa45326215cfac0267e66d25681299c25

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=sha256:949b500390b3129f94934a19b96b2a5b5e3044807cbd54d8909f731c7b6d2200

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:dcb3e899925e16112e1bbeb9e482674c7e89bc6f47812aff62cec47528476970

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.940868Z digest=sha256:8327f45a609cd56ba4e00483cdd188ed16d3712aae881c87ffc264d22a967cdb

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.944655Z digest=sha256:040dcf0a80ab03f048b950f163cd0f6d376a5286229f9d4dd77604e9e75933bc

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.948899Z digest=sha256:d41af9411aa290fc275dc70d62b632b0a2ad036dc725a2a550536a2d19b49326

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:d20279485817dc8080704a0447f3709b12fac99ce5cfa9423c73a0e15452740c

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=sha256:6315fc5b1122d12bf4b3feca7e8ca99613bb03e0ff7ed11e2310ac41018ffea0

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=sha256:502352de142c4d3af247e79d24b3b1bd986eb91e78cb1e9c77b438bfbeda06ee

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
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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.965914Z digest=sha256:41cf9308b67136dc04949f2fd0574a7bfedc9383c583d77ec2249219daa5b1b4

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.970433Z digest=sha256:4814cf8d8e2ecb7ad5cf3c2e8169aca59db31502ec559b3df88a03dc28f4649a

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.974170Z digest=sha256:9dce619d73933d7aafaaf6766ee00f85fe6efc63f207f296fc540ac59aa81d0b

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.977925Z digest=sha256:56be2f56b57468c7d1164b83b2a47e604609f929fc6acf99f38eaaaa82c19ca8

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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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=sha256:17bcddc6278a3cf1afa55e2a42c424202568ec0e88f1339840fa292acbfbf7ff

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=sha256:0600c623a99060912898e5ae673c2165f850186f633aaf1a9f3ada1d0e979a64

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.989409Z digest=sha256:ee5d2547fc6246f5763413a68d0758ea9e0b17ed5a55142343e934ac56751822

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.993185Z digest=sha256:13336a28c127e1c3dc71b80d4bcf060ed49124c168e14c246a46743be36c92ef

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:32.996786Z digest=sha256:8c88de6e0c9523fb57dc07fcf7ea05db5b615d42cef696ed21df3a48e40aadb2

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:be2d0d1a54d512f4af49a417f374c8f9ccee9c6bd65d4cfc9cd40d9c6482c392

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.005288Z digest=sha256:32bf1c8720e6622e7c7e00c80a9bc8f74b97ffb10cd4eb9d0fd0853a4eb32eda

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.009552Z digest=sha256:639bff01e47cfbb6bdddb7422be904233509673399f9c461b7a5948fab02180e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.013479Z digest=sha256:4c4f723f0221a74b317f6871f498cc3ede35edbbf91faa3d6fdad0261e6e2d8e

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.017546Z digest=sha256:0d9a94ad27abcd36b5a6120b12304c2ae6a470f9f7c3caac24a44923a4763909

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=sha256:027f5e62c6c7a476d9b108841e862071aef64c599f6e2ae8ec3c0bbe0ace9554

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.025414Z digest=sha256:679ecfc674ccaf28b62661c3a5fe6fd8dc97b8794f2b43213f96bd9a74becc39

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.029366Z digest=sha256:df840fadd2a844a8db9569c0f064fa8cd4362c55d5a2d56af4da06aafc177b02

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:dadd055eebb8f89305f27785f98fd14d3f605c91ac66236cc016f2ff1127f183

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=sha256:65316134631d16eb47e927ed96474160a57a333e6e544ffbbee4a8b51048cdc0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.040635Z digest=sha256:1624963ac0e7b3e4a98964f1f737c29e50ec35601cecaf595a1336ca57e7d6fd

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=sha256:7c063253c80f8b69adf6df3bc8c16c553de41b1a3e40350a92f0039b1d6da4f9

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.048432Z digest=sha256:97420fb08400882c8066676b5fe5e6d4d13053d48e3db6a7ab1e5d0faee9e1e8

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.052381Z digest=sha256:265c9ff32c36da3c18eff496b3c877092414054b9bb7bd8c981d4ccff8ac3cb7

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=sha256:59ae419cf048d9884a33b3f4bb20e16116e0bdb60cc0a6ea6c8ec444bc0ce7de

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.060802Z digest=sha256:78d2e89ede0e981bf6e029c9b90fc65ff157dc1d89e158952074aa9f68b90cbe

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.064739Z digest=sha256:71b03b2cf74bdc84f1689cbdfbc995f8f9c376f286e8366bf8371b954acf7a4f

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:f16192370db2a547368b100b3092f3eb18625cfe82d411f174c2b1ef12148228

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=sha256:3227aeacc8b78822550595b3ce11292ac6fe649e27bf9e6945961a9463f06e4d

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=sha256:3baf1c2eea53f368df66b7d4b38a7c7b5043b21ca3a53b7c2b7ed01fb36557e1

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:b302438dc0bc4d4f632885fb6c644d5c0d33b09b5cd3789d0d3635dd726c8c03

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.085382Z digest=sha256:1afa3d0427d04380a8185f757eb8e33326360eaaf372d1908355dd4fc3f0972d

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.089204Z digest=sha256:f7f12cb8da14aa57d2d7d73122e1d47ebac4b71d73c3b2ae219887407489c7a0

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.093217Z digest=sha256:917f02a39a9da66081a87cfd91b821e6c7f82177466c53028f0092eb5d867576

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.097027Z digest=sha256:b6a28a99d718afc49e0648da4793d91e2b009d14368d332e67abf27233ed5639

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.100839Z digest=sha256:3cfb34518dfc03e83a94de1ff0c920263eec0d04d49a568e5ff3471898990e69

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.104553Z digest=sha256:fe9186c9d5fe28c4be123925250b61f256fa4bf9f46d142e4e407a42a3a0ecda

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 2026-08-17T06:30:58.91139+00:00.

source=arxiv_source observed=2026-08-15T14:17:33.108754Z digest=sha256:d7794f9fb4329ff236e7fa436d9bda3ec3b5830d3d5eda3aa3865679606fd572

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=sha256:14d96dea388d5c270c1e18b4833ad2fd3f427d40b060003a5304cccf367c26a1

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:f6b0b82fe8eb2638302db6a5926de3f791ad2619d73a6a7eaabc2c96330c8134

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=sha256:94d5bf04978071934e7f3ff25f3430c85b61082169b4bf4d9b6dd082ae72e0c4

Pith citing papers

No inbound Pith citation observations are available.