Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:33.121154Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T14:17:33.121154Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-15T06:32:42.880941+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
61 of 61 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation e5b0b88f-201d-44e3-9e4b-83db75ca9ae8 · outbound
Diffusion-Based Data-Driven Assortment Optimization arXiv preprint arXiv:2510.01693 , year=
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8990980f-69f9-48a9-9fd8-1bb3840f194f · outbound
Diffusion-Based Data-Driven Assortment Optimization A Neural Network Based Choice Model for Assortment Optimization
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f72bdae1-5cec-4aa1-af24-0fbefbaa02d7 · outbound
Diffusion-Based Data-Driven Assortment Optimization Learning an Optimal Assortment Policy under Observational Data
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 95f88f63-004a-4ac3-b98c-7d1626c7c7ab · outbound
Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 10f0c11c-b91f-4dc4-8b46-71963165987d · outbound
Diffusion-Based Data-Driven Assortment Optimization , author=
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c70c341-f986-4ef8-b674-af1b2be30905 · outbound
Diffusion-Based Data-Driven Assortment Optimization Maximum Entropy Deep Inverse Reinforcement Learning
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 192ef3bc-296f-4d28-88bb-af4bbb892906 · outbound
Diffusion-Based Data-Driven Assortment Optimization 2020 IEEE Symposium Series on Computational Intelligence (SSCI) , pages=
Reference 7
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.
Observation df05c289-c22d-4a18-9130-bba188241844 · outbound
Diffusion-Based Data-Driven Assortment Optimization Naval Research Logistics (NRL) , volume=
Reference 8
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.
Observation e40b2619-ee02-4758-9385-6afb07bf1994 · outbound
Diffusion-Based Data-Driven Assortment Optimization Marketing Science , volume=
Reference 9
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.
Observation d710a108-2514-42b8-9b25-4e0d12bdba47 · outbound
Diffusion-Based Data-Driven Assortment Optimization Available at SSRN 2512831 , year=
Reference 10
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.
Observation 3e96e32f-a4b6-4fa4-9697-0de328a433f6 · outbound
Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c80f2bcd-e528-4416-a423-e9863311ddf4 · outbound
Diffusion-Based Data-Driven Assortment Optimization Denoising Diffusion Implicit Models
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a885e205-613f-405a-ad2c-1eb7ca160ec6 · outbound
Diffusion-Based Data-Driven Assortment Optimization Score-Based Generative Modeling through Stochastic Differential Equations
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5f600ab-3bc5-4084-b9c0-f895a9ea6779 · outbound
Diffusion-Based Data-Driven Assortment Optimization Score-based Continuous-time Discrete Diffusion Models
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ccf9c9c-d53b-43d0-a9d3-c4583cd6119d · outbound
Diffusion-Based Data-Driven Assortment Optimization International Conference on Learning Representations , volume=
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation df34f774-18cb-4623-874a-f850cc8bead1 · outbound
Diffusion-Based Data-Driven Assortment Optimization Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=
Reference 16
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.
Observation cd615556-eae8-4a70-ad29-37eb1bdccbbe · outbound
Diffusion-Based Data-Driven Assortment Optimization arXiv preprint arXiv:2602.00835 , year=
Reference 17
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.
Observation 1ce0b9ca-2452-42e6-9f20-e95d381fa00d · outbound
Diffusion-Based Data-Driven Assortment Optimization The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=
Reference 18
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.
Observation 349ed3a1-f79c-4d5e-8ced-1dc6bb426149 · outbound
Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea0fd503-f661-47f8-b5a8-36468b19a88a · outbound
Diffusion-Based Data-Driven Assortment Optimization A Diffusion Model Framework for Unsupervised Neural Combinatorial Optimization
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 918cd3e7-9bef-4468-bbc3-989792903afb · outbound
Diffusion-Based Data-Driven Assortment Optimization DISCO: Efficient Diffusion Solver for Large-Scale Combinatorial Optimization Problems
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69d04ac5-9e37-42c3-9098-e4af4809c8bf · outbound
Diffusion-Based Data-Driven Assortment Optimization Discrete Applied Mathematics , volume=
Reference 22
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.
Observation 595c6868-fdcc-488c-a139-bcb62b64681b · outbound
Diffusion-Based Data-Driven Assortment Optimization Management science , volume=
Reference 23
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.
Observation 9e8857d5-f7a2-4d17-8c6c-10c800a180c9 · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=
Reference 24
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.
Observation 7baf13d4-3c4f-4c14-b935-3e8de8874506 · outbound
Diffusion-Based Data-Driven Assortment Optimization Transformer Choice Net: A Transformer Neural Network for Choice Prediction
Reference 25
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.
Observation f2a94dcf-0fa0-44e6-a5e0-a799404d6443 · outbound
Diffusion-Based Data-Driven Assortment Optimization Journal of applied Econometrics , volume=
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21aa75f3-fa72-4f76-9681-e0ac825a8bfe · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 249c32a7-2171-432e-ba24-3cc136bb7cb7 · outbound
Diffusion-Based Data-Driven Assortment Optimization Conditional logit analysis of qualitative choice behavior , booktitle =
Reference 28
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.
Observation e557649b-d20b-47d4-ae49-fa54d079d7d8 · outbound
Diffusion-Based Data-Driven Assortment Optimization Production and Operations Management , volume=
Reference 29
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.
Observation 4bf0e70a-0ca8-4f40-9f93-b13798f031c8 · outbound
Diffusion-Based Data-Driven Assortment Optimization 1981 , publisher=
Reference 30
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.
Observation 2da9bfb8-2ab4-4cce-883a-794c48124b6f · outbound
Diffusion-Based Data-Driven Assortment Optimization An Overview of Diffusion Models: Applications, Guided Generation, Statistical Rates and Optimization
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e3897a6-2dd5-489f-bfaa-2fcdd424647b · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 32
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.
Observation 2d949758-f392-4124-8673-929720fcf926 · outbound
Diffusion-Based Data-Driven Assortment Optimization sequential: Optimal assortment recommendation in multistore retailing , author=
Reference 33
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.
Observation 54919342-6ac7-4c19-980a-78eac16cd3a0 · outbound
Diffusion-Based Data-Driven Assortment Optimization European journal of operational research , volume=
Reference 34
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.
Observation 5c3c0360-4f71-40ca-a4fc-f34f99897fa3 · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations Research , volume=
Reference 35
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.
Observation d7049e2d-bdfa-4cd0-a9c9-e8b4f67d9e15 · outbound
Diffusion-Based Data-Driven Assortment Optimization 2009 , publisher=
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 802691ba-860a-4b9b-aea7-515e98d8233e · outbound
Diffusion-Based Data-Driven Assortment Optimization Management science , volume=
Reference 37
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.
Observation ed950af9-35d5-4952-8a6e-e2105d49c7a7 · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 38
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.
Observation f5ad3661-950d-468a-9f14-d915f0ce6e2a · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations Research , volume=
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46732a63-bb10-4368-8785-3a28ba820795 · outbound
Diffusion-Based Data-Driven Assortment Optimization Doubly Robust Policy Evaluation and Learning
Reference 40
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be1755ad-c90b-4a13-be74-17dcf60220aa · outbound
Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=
Reference 41
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.
Observation c8569533-8bef-4935-a1f4-76e33f0adb55 · outbound
Diffusion-Based Data-Driven Assortment Optimization Offline Reinforcement Learning: Tutorial, Review, and Perspectives on Open Problems
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 463cfb4a-1e17-4e82-97bc-2a3f72fa035c · outbound
Diffusion-Based Data-Driven Assortment Optimization IEEE transactions on neural networks and learning systems , volume=
Reference 43
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.
Observation 0519f300-9901-44f9-a99e-9a9c98fbe928 · outbound
Diffusion-Based Data-Driven Assortment Optimization Proceedings of the 18th ACM Conference on Recommender Systems , pages=
Reference 44
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.
Observation a172def1-604b-47d1-885d-46e78a953a9a · outbound
Diffusion-Based Data-Driven Assortment Optimization Manufacturing & Service Operations Management , volume=
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a12d3c87-8226-4c08-b994-69fa506864ff · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 46
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.
Observation eefff106-9330-423c-a401-d9bc218f2cea · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=
Reference 47
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.
Observation 1968113e-8042-425b-b306-2e7dd9371698 · outbound
Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59ffc5c9-2994-4ea3-a56b-87f51079148c · outbound
Diffusion-Based Data-Driven Assortment Optimization Advances in neural information processing systems , volume=
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ce878f15-a9d1-4aa2-a580-a16a707f17eb · outbound
Diffusion-Based Data-Driven Assortment Optimization International Conference on Learning Representations , year=
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5660dc2-6085-44a5-a4bc-1d0b74305e11 · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation de2161be-89ae-4201-8891-ed5e92fd0a64 · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 52
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.
Observation 16c0b740-d634-4aca-99b3-55bb9ff56940 · outbound
Diffusion-Based Data-Driven Assortment Optimization Retail supply chain management: Quantitative models and empirical studies , pages=
Reference 53
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.
Observation 16ce24d6-8198-4e58-aaff-5c88d6eecad6 · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 54
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.
Observation f38350c5-51fe-4e46-bfd6-071ee9bd037b · outbound
Diffusion-Based Data-Driven Assortment Optimization Operations research , volume=
Reference 55
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.
Observation 6acdf9ae-4a79-4102-acab-6867de304287 · outbound
Diffusion-Based Data-Driven Assortment Optimization Management Science , volume=
Reference 56
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.
Observation 08a3dc6e-fc8b-4de3-b677-ceddb118c562 · outbound
Diffusion-Based Data-Driven Assortment Optimization Production and Operations Management , volume=
Reference 57
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.
Observation 08616ce1-40ee-4a40-8072-8bf0d104df1e · outbound
Diffusion-Based Data-Driven Assortment Optimization Transportation Research Part B: Methodological , volume=
Reference 58
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.
Observation 7e6dbf3e-5a95-4e90-bf2d-de37cdc8c8bc · outbound
Diffusion-Based Data-Driven Assortment Optimization The Bell system technical journal , volume=
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f411231-d8c5-4a59-a2be-77699006ae85 · outbound
Diffusion-Based Data-Driven Assortment Optimization International conference on machine learning , pages=
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8357a387-ba31-4454-b04a-9db44317ec50 · outbound
Diffusion-Based Data-Driven Assortment Optimization Proximal Policy Optimization Algorithms
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.