Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-04T21:09:37.592814Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 0 inbound Pith citation observations for arXiv:2509.08194.
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 2026-08-04T21:09:37.592814Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
47 of 47 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 5d81dfa1-81dd-4e70-907b-995c6266341e · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Optimal policy trees
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 686bb9af-3a83-44bd-b58b-1e525ca5550d · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization The big data newsvendor: Practical insights from machine learning
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 9d3023ce-5069-473c-8d4c-d33951e6dbbd · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Generalization bounds for regularized portfolio selection with market side information
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 872eb6ec-2829-46b4-974f-409819073d68 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Robust optimization
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3b14e05-1c9c-4c96-849e-2087043f9964 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Using a financial training criterion rather than a prediction criterion
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 2cc65650-b472-4cc8-8659-67a8856230e6 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Bertsimas and J
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cb6e461b-2a90-4bc3-ad5e-d401fef9ea08 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Multistage Stochastic Optimization via Kernels
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c845d6c9-ed46-4c67-9c30-5e45541524a0 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization From predictive to prescriptive analytics
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 803071cd-7fc4-4598-a4dc-85e5788e35cf · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Data-driven optimization: A reproducing kernel hilbert space approach
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 717cf152-2c78-4cab-bd82-72f904f8a9dc · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Data-driven robust optimization
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f931dadc-9881-489c-a8d5-e0aab17178a4 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Robust sample average approximation
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cc5798ad-08a5-422c-9439-605353f25b5f · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Birge and François Louveaux
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e2c0edc4-ee8c-4881-93f7-d412814b7e21 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Random forests
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c8ed3100-1745-476f-890d-bb2c520df1cc · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization On distributionally robust chance-constrained linear programs
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation bc1c1cbb-2e87-46c6-9771-b9d22dd81bbc · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Decision making under uncertainty in electricity markets, volume 1
Reference 15
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 73de550e-e0ef-46ef-9090-0d53cffd01f8 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Cover and P
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0a56dd0-8399-4267-9525-d7766324c234 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Collective Wisdom: Policy Averaging with an Application to the Newsvendor Problem
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d327997c-a922-495f-8136-9e1a38771353 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Distributionally robust optimization under moment uncertainty with application to data-driven problems
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a144056f-af4b-4ab8-b00e-31b2095aa58d · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Predictive stochastic programming
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 32718b74-9b81-4eb8-92b1-be44e12ee6b3 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Task-based end-to-end model learning in stochastic optimization
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 25a11494-61d8-4dcd-9b58-97aa48e40afe · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Multiple model-based reinforcement learning
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation af7761e3-ba30-4f41-8724-e7c9dd667f3b · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Ensembles for continuous actions in reinforcement learning
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3deb5e4a-ec7c-4784-a30b-0537d1b2cf1e · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization predict, then optimize
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40021a4c-6331-4dea-b781-0e0e78e441c1 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Divide-and-Conquer Reinforcement Learning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 66647b94-dc24-466c-8c3a-96c3cca7fb68 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Contextual policy transfer in reinforcement learning domains via deep mixtures-of-experts
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 365bc3d9-de21-4477-8dbc-76871a6a1d6a · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Reinforcement Learning with Competitive Ensembles of Information-Constrained Primitives
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 69685bff-6cd3-4444-952c-cacd553af44d · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization A data-driven newsvendor problem: From data to decision
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3bfba528-6702-45c7-9191-6835ca0476d4 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Stochastic optimization forests
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 997a452e-eff5-46eb-9ebf-66f249bd8470 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Residuals-based distributionally robust optimization with covariate information
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fafb10c3-d38e-449e-9d55-4c8d4f92de1e · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization The single-period (news-vendor) problem: literature review and suggestions for future research
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 37a66378-1cbd-46d7-be25-1d180d817d11 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization The sample average approximation method for stochastic discrete optimization
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation fce5c147-fb7d-4552-8c05-72104bd43642 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Robust stochastic approximation approach to stochastic programming
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc7d0122-4bab-4eef-bb59-1d3d8d543930 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Prescriptive analytics for flexible capacity management
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ac2660d7-6371-4887-b949-4522ddd95e29 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Applying deep learning to the newsvendor problem
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 3daba29b-57dc-4bbf-9ef5-4c8463d13079 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Integrated Conditional Estimation-Optimization
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a2a9869e-71f4-4a99-8e46-e3ca54ca2a68 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization A stochastic approximation method
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93dfebfc-298a-48e2-8a0f-246f26c8a258 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization A survey of contextual optimization methods for decision-making under uncertainty
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d53bc103-8977-4c4d-888f-a9e43cb9d3a4 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Inter-module credit assignment in modular reinforcement learning
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 283e5438-0b4a-41e7-9dc3-76338b62b36a · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Monte carlo sampling methods
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 93979303-aa9a-4d5f-94db-44c594168ee2 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization On complexity of stochastic programming problems
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 0eebef82-9866-4d5f-b301-7563282ca234 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Lectures on stochastic programming: modeling and theory
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f414e2f3-56e3-4639-86a9-fa3315c3458f · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Facility location under uncertainty: a review
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation eca21144-459b-4f30-8aa0-36346917bd18 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Fundamentals of supply chain theory
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ff1c46bc-f5a9-4586-875b-3e3961d8b412 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Switching between different state representations in reinforcement learning
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f43f8058-33ea-4dce-8248-d02c16345b16 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Ensemble algorithms in reinforcement learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 610b54b2-cb2c-49c7-9bed-9e339fd3b1a6 · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization Assessing the performance of deep learning algorithms for newsvendor problem
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 409ff57f-be46-4016-88cf-ac2e54ed5a3e · outbound
Prescribe-then-Select: Adaptive Policy Selection for Contextual Stochastic Optimization write newline
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.