Paper Citation Record · LEDGER

Learning an Optimal Assortment Policy under Observational Data

As of 18 August 2026, this Paper Citation Record lists 53 of 53 outbound references and 5 inbound Pith citation observations for arXiv:2502.06777.

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

pith.paper-citation-record.v1
2502.06777 v4

Coverage vector

measured 53 of 53 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:33:57.325368Z

measured 58 of 58 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 5 of 5 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:32.885034Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-05T10:20:57.138846Z

Reference resolution

53 of 53 outbound references displayed

verified exact0
verified fuzzy32
unresolved21
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fdd31612-e330-4d0f-a8e8-1fea5d3e7165 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

Learning an Optimal Assortment Policy under Observational Data , " * write output.state after.block = add.period write newline

Reference 1

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Source-reported events for the cited work

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Observation c15892f8-8852-41e6-bff3-dbdcf927489c · outbound

This paper cites write newline.

Learning an Optimal Assortment Policy under Observational Data write newline

Reference 2

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff313092-c524-4a3b-a005-b9dc1c76f1fa · outbound

This paper cites , Avadhanula, V.

Learning an Optimal Assortment Policy under Observational Data , Avadhanula, V

Reference 3

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Observation 492eac1c-2af5-4561-b3bb-4c2f5ad81a50 · outbound

This paper cites , Avadhanula, V.

Learning an Optimal Assortment Policy under Observational Data , Avadhanula, V

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.282808Z

Source-reported events for the cited work

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Observation 8c44c09f-b389-4505-9c04-90a0b126782d · outbound

This paper cites and Semple, J.

Learning an Optimal Assortment Policy under Observational Data and Semple, J

Reference 5

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Observation 51855ae3-31d3-4571-b8f7-9ab89271858f · outbound

This paper cites , Newman, D.

Learning an Optimal Assortment Policy under Observational Data , Newman, D

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.253291Z

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Observation 39141229-f8ff-4256-8f34-de818e6a4134 · outbound

This paper cites , Bhandari, J.

Learning an Optimal Assortment Policy under Observational Data , Bhandari, J

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.238812Z

Source-reported events for the cited work

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Observation 33325e3d-dd29-4788-9f21-061e5f47faa8 · outbound

This paper cites MNL-Bandit with Knapsacks: a near-optimal algorithm.

Learning an Optimal Assortment Policy under Observational Data MNL-Bandit with Knapsacks: a near-optimal algorithm

Reference 8

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Source-reported events for the cited work

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Observation 57d789b6-1214-40ad-a87a-5775a1169a55 · outbound

This paper cites , Garassino, A.

Learning an Optimal Assortment Policy under Observational Data , Garassino, A

Reference 9

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Observation 203b05d7-44a4-4534-aa7b-92b1c8dac386 · outbound

This paper cites , Gallego, G.

Learning an Optimal Assortment Policy under Observational Data , Gallego, G

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.208553Z

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Observation 84af8ec2-8719-4abe-bfb4-d5c89592271e · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 11

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

Observation fde751ee-ff1a-4c00-896b-a61738791e16 · outbound

This paper cites and Gallien, J.

Learning an Optimal Assortment Policy under Observational Data and Gallien, J

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.178610Z

Source-reported events for the cited work

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Observation cbe98361-6ef8-4033-9839-8240453a223c · outbound

This paper cites , Liu, M.

Learning an Optimal Assortment Policy under Observational Data , Liu, M

Reference 13

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Source-reported events for the cited work

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Observation 1b9839c6-ab82-4828-9cb0-55b89ddbec2b · outbound

This paper cites , Shi, C.

Learning an Optimal Assortment Policy under Observational Data , Shi, C

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.163505Z

Source-reported events for the cited work

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Observation 883fbecb-fdd5-43d9-a420-926a74533520 · outbound

This paper cites and Wang, Y.

Learning an Optimal Assortment Policy under Observational Data and Wang, Y

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.146086Z

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.

Observation 2a93df36-35d2-4ed8-b847-8a9e9c8445e3 · outbound

This paper cites , Wang, Y.

Learning an Optimal Assortment Policy under Observational Data , Wang, Y

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.130933Z

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.

Observation 0aabc9c6-20e9-429e-ae85-2b3f95da7252 · outbound

This paper cites Assortment Optimization under Unknown MultiNomial Logit Choice Models.

Learning an Optimal Assortment Policy under Observational Data Assortment Optimization under Unknown MultiNomial Logit Choice Models

Reference 17

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Source-reported events for the cited work

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Observation 6f0ee1e8-03d1-455c-beef-c93e27593f83 · outbound

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Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:58.115987Z

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

Observation aaa9adfb-cad0-4d54-8693-9afbccffb069 · outbound

This paper cites , Gallego, G.

Learning an Optimal Assortment Policy under Observational Data , Gallego, G

Reference 19

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Source-reported events for the cited work

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Observation c24487b3-27f5-4967-987f-f301e95c59d0 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:58.086956Z

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.

Observation ac5ce316-ffdc-484d-b91d-c63f3a7c220c · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 21

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Observation 9bde2362-762d-469e-97b4-14937a101eb1 · outbound

This paper cites , Yang, Z.

Learning an Optimal Assortment Policy under Observational Data , Yang, Z

Reference 22

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Source-reported events for the cited work

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Observation dfffa900-bccf-4e96-8091-ee6df012ada4 · outbound

This paper cites , Zhou, A.

Learning an Optimal Assortment Policy under Observational Data , Zhou, A

Reference 23

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Observation bf0a2f55-77bc-48fe-b76c-533ab93aabc8 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:58.037163Z

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.

Observation a62c1f44-5014-4ae8-b621-cbb265e72d51 · outbound

This paper cites and Oh, M.-h.

Learning an Optimal Assortment Policy under Observational Data and Oh, M.-h

Reference 25

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Source-reported events for the cited work

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Observation 76d88dae-7a55-47f3-a031-761188cdec60 · outbound

This paper cites , Luo, Q.

Learning an Optimal Assortment Policy under Observational Data , Luo, Q

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:58.022480Z

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.

Observation e678e725-7724-47ca-80bf-9f5124346c18 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:58.006684Z

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.

Observation 47439444-ac44-4e63-8c9f-7940dc95601d · outbound

This paper cites , Min, Y.

Learning an Optimal Assortment Policy under Observational Data , Min, Y

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.992449Z

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.

Observation 3e694b60-2a44-4711-a21e-2e26c7dd2f67 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.978281Z

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.

Observation 49c8622a-4b50-4d64-9f07-2eaf4329ff97 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 30

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.964245Z

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.

Observation a2d6427d-59db-477d-b17a-ec297020f9a5 · outbound

This paper cites and Train, K.

Learning an Optimal Assortment Policy under Observational Data and Train, K

Reference 31

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Source-reported events for the cited work

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Observation 5b99facb-a611-4f3f-b869-37bc46122d7b · outbound

This paper cites and Iyengar, G.

Learning an Optimal Assortment Policy under Observational Data and Iyengar, G

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.935874Z

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.

Observation a09f0b4a-69c9-49f4-a90c-497443aea3b9 · outbound

This paper cites Multinomial Logit Bandit with Linear Utility Functions.

Learning an Optimal Assortment Policy under Observational Data Multinomial Logit Bandit with Linear Utility Functions

Reference 33

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Source-reported events for the cited work

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Observation b8953fd3-0b7c-478c-8f91-d0874e50c17b · outbound

This paper cites and Goyal, V.

Learning an Optimal Assortment Policy under Observational Data and Goyal, V

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.921335Z

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.

Observation d64a610c-8f80-4228-9504-abb550535491 · outbound

This paper cites , Shamir, O.

Learning an Optimal Assortment Policy under Observational Data , Shamir, O

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.907052Z

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.

Observation 935b49e1-1107-46f7-9de8-ebf7da9dddff · outbound

This paper cites , Zhu, B.

Learning an Optimal Assortment Policy under Observational Data , Zhu, B

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.891904Z

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.

Observation b643b885-72b9-4a39-9e3d-bf09818dadee · outbound

This paper cites , Zhu, H.

Learning an Optimal Assortment Policy under Observational Data , Zhu, H

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.877838Z

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.

Observation 98dcedcc-93ae-46e4-ab8e-a34cfe69f226 · outbound

This paper cites , Shen, Z.-J.

Learning an Optimal Assortment Policy under Observational Data , Shen, Z.-J

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.863808Z

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.

Observation 859cf0ee-203b-4589-b635-d386e70b9815 · outbound

This paper cites Stop Relying on No-Choice and Do not Repeat the Moves: Optimal, Efficient and Practical Algorithms for Assortment Optimization.

Learning an Optimal Assortment Policy under Observational Data Stop Relying on No-Choice and Do not Repeat the Moves: Optimal, Efficient and Practical Algorithms for Assortment Optimization

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9868edc2-2456-43a6-a9a0-1f08feeadbfb · outbound

This paper cites and Gopalan, A.

Learning an Optimal Assortment Policy under Observational Data and Gopalan, A

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.849029Z

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.

Observation 3fba24db-6c50-4734-9434-d2a736db3856 · outbound

This paper cites and Zeevi, A.

Learning an Optimal Assortment Policy under Observational Data and Zeevi, A

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.834577Z

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.

Observation 8f3c7498-b87d-4f91-882a-eecc83599507 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.819575Z

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.

Observation ae5d12d4-49ef-4328-be70-c5834f50a240 · outbound

This paper cites and Van Ryzin, G.

Learning an Optimal Assortment Policy under Observational Data and Van Ryzin, G

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.805110Z

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.

Observation 6e6c77b6-e9e4-4dab-931c-f936d71b0af5 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 44

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.790327Z

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.

Observation d2cdafea-373d-4f2d-a5c2-d6c63bd9bb58 · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 45

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.775917Z

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.

Observation 62b8e153-4a19-452c-ab58-3413217645f8 · outbound

This paper cites and Sun, W.

Learning an Optimal Assortment Policy under Observational Data and Sun, W

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.761500Z

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.

Observation 46cded18-2dbf-45fa-a71b-86c4a87db674 · outbound

This paper cites , Cheng, C.-A.

Learning an Optimal Assortment Policy under Observational Data , Cheng, C.-A

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.746467Z

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.

Observation 3630b531-6c00-494f-b1d4-8083bcff8ed4 · outbound

This paper cites , Zhong, H.

Learning an Optimal Assortment Policy under Observational Data , Zhong, H

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.731232Z

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.

Observation dcdcd0e7-ac85-4b50-85be-bbaa5d12beab · outbound

This paper cites an unresolved cited work.

Learning an Optimal Assortment Policy under Observational Data Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-08T14:33:57.714969Z

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.

Observation 0af05c62-3693-427e-b56f-e6aaebd9672b · outbound

This paper cites , Thomas, G.

Learning an Optimal Assortment Policy under Observational Data , Thomas, G

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.699084Z

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.

Observation 4022ffe0-8538-4e2d-ab86-80ad5525d402 · outbound

This paper cites , Huang, B.

Learning an Optimal Assortment Policy under Observational Data , Huang, B

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.682894Z

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.

Observation 1852c03d-4a14-4b5d-8ccf-0c9d01ab0fda · outbound

This paper cites and Sugiyama, M.

Learning an Optimal Assortment Policy under Observational Data and Sugiyama, M

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.667204Z

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.

Observation 21794374-91ee-4192-9237-845e54d1f4db · outbound

This paper cites , Xiong, W.

Learning an Optimal Assortment Policy under Observational Data , Xiong, W

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:33:57.651188Z

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.

Pith citing papers

Observation 2e9e536c-1a78-42d8-b7f9-1d313d9d81a2 · inbound

Optimal Exploration of New Products under Assortment Decisions cites this paper.

Optimal Exploration of New Products under Assortment Decisions Learning an Optimal Assortment Policy under Observational Data

Reference 26

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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.

Observation e8e211ba-abca-47e4-9fd9-78eb80d95ca2 · inbound

Optimal Exploration of New Products under Assortment Decisions cites this paper.

Optimal Exploration of New Products under Assortment Decisions Learning an Optimal Assortment Policy under Observational Data

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-07-05T10:20:57.141785Z

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.

Observation 2e871077-cf52-4c70-901b-f5749fb0d689 · inbound

Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing cites this paper.

Optimal Online and Offline Algorithms for Contextual MNL with Applications to Assortment and Pricing Learning an Optimal Assortment Policy under Observational Data

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T12:56:18.818589Z

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.

Observation 7c303d35-3485-4d7a-b31e-65bca352d9f1 · inbound

Learning in Position-Aware Multinomial Logit Bandits: From Multiplicative to General Position Effects cites this paper.

Learning in Position-Aware Multinomial Logit Bandits: From Multiplicative to General Position Effects Learning an Optimal Assortment Policy under Observational Data

Reference 21

Resolution: metadata mismatch; arxiv_id, observed 2026-05-20T14:38:21.558948Z

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.

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

Diffusion-Based Data-Driven Assortment Optimization cites this paper.

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

Reference 3

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

Source-reported events for the cited work

Unavailable: canonical work link unavailable.