Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-08T14:33:57.325368Z
Paper Citation Record · LEDGER
Learning an Optimal Assortment Policy under Observational Data
As of 16 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.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:32.885034Z
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
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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
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c15892f8-8852-41e6-bff3-dbdcf927489c · outbound
This paper cites write newline.
Learning an Optimal Assortment Policy under Observational Data write newline
Reference 2
- Resolution
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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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57d789b6-1214-40ad-a87a-5775a1169a55 · outbound
This paper cites , Garassino, A.
Learning an Optimal Assortment Policy under Observational Data , Garassino, A
Reference 9
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-08T14:33:58.224110Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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- raw_fallback, observed 2026-08-08T14:33:58.178610Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
Observation cbe98361-6ef8-4033-9839-8240453a223c · outbound
This paper cites , Liu, M.
Learning an Optimal Assortment Policy under Observational Data , Liu, M
Reference 13
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6f0ee1e8-03d1-455c-beef-c93e27593f83 · outbound
This paper cites an unresolved cited work.
Learning an Optimal Assortment Policy under Observational Data Unresolved cited work
Reference 18
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9bde2362-762d-469e-97b4-14937a101eb1 · outbound
This paper cites , Yang, Z.
Learning an Optimal Assortment Policy under Observational Data , Yang, Z
Reference 22
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dfffa900-bccf-4e96-8091-ee6df012ada4 · outbound
This paper cites , Zhou, A.
Learning an Optimal Assortment Policy under Observational Data , Zhou, A
Reference 23
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
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- 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.
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 2026-08-16T06:30:59.297886+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
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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
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- 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
- Resolution
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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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
- Resolution
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+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
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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
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Diffusion-Based Data-Driven Assortment Optimization cites this paper.
Diffusion-Based Data-Driven Assortment Optimization Learning an Optimal Assortment Policy under Observational Data
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