Paper Citation Record · LEDGER

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective

As of 11 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 3 inbound Pith citation observations for arXiv:2412.20708.

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

pith.paper-citation-record.v1
2412.20708 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T23:19:42.853939Z

measured 40 of 40 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:18:27.893168Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-01T22:36:17.816600Z

Reference resolution

37 of 37 outbound references displayed

verified exact1
verified fuzzy34
unresolved2
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 9a68edd6-01db-48f1-a2a1-3a006fb1d768 · outbound

This paper cites A min max solution of an inventory problem.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective A min max solution of an inventory problem

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.261756Z

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Observation b8148979-0975-4974-bf3d-8668d971c73e · outbound

This paper cites Frameworks and resu lts in distributionally robust optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Frameworks and resu lts in distributionally robust optimization

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.250967Z

Source-reported events for the cited work

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Observation 222af4f3-c62c-46c2-94f0-435679a3fbe4 · outbound

This paper cites Distributionally robust opti mization under moment uncer- tainty with application to data-driven problems.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Distributionally robust opti mization under moment uncer- tainty with application to data-driven problems

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.239851Z

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Observation 1db880e7-0be5-4cb7-b990-0ac6c6ad0700 · outbound

This paper cites Distrib utionally robust convex optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Distrib utionally robust convex optimization

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.229349Z

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Observation e58339f4-0e51-46eb-88de-66fa2d3e2ba5 · outbound

This paper cites Robust solutions of optimization problems aﬀected by uncertain probabilities.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Robust solutions of optimization problems aﬀected by uncertain probabilities

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.218471Z

Source-reported events for the cited work

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Observation 80bc3e30-ccaf-4c50-b843-20bb1260facf · outbound

This paper cites Recovering best statistical guarantees via t he empirical divergence-based distributionally robust optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Recovering best statistical guarantees via t he empirical divergence-based distributionally robust optimization

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.207044Z

Source-reported events for the cited work

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Observation 7f93ff04-32e3-4466-bc6d-ae9b9237cdda · outbound

This paper cites Distributionally robust sto chastic optimization with wasserstein distance.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Distributionally robust sto chastic optimization with wasserstein distance

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.195567Z

Source-reported events for the cited work

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Observation 4a99a308-17e4-43cb-9e4d-1a5e701e4626 · outbound

This paper cites Data-driven distributionally robust optimization using the wasserstein metric: Performance gu arantees and tractable re- formulations.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Data-driven distributionally robust optimization using the wasserstein metric: Performance gu arantees and tractable re- formulations

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.185113Z

Source-reported events for the cited work

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Observation 262326b2-927d-4655-bad4-b7a5ad024d0a · outbound

This paper cites Data-driven risk-averse stochastic optimization with wasserstein metric.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Data-driven risk-averse stochastic optimization with wasserstein metric

Reference 9

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Source-reported events for the cited work

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Observation 9b7287c2-ade8-487f-8e49-affd5f15fdd8 · outbound

This paper cites Ad- justable robust solutions of uncertain linear programs.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Ad- justable robust solutions of uncertain linear programs

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.169405Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0634cc34-e17f-4b58-9b09-f61907b3dee1 · outbound

This paper cites Models for minimax stochastic linear optimization problems with r isk aversion.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Models for minimax stochastic linear optimization problems with r isk aversion

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.158557Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 13d2699a-adba-4c97-acb8-12f44f1046ca · outbound

This paper cites Conic programming reformulations of two- stage distributionally robust linear programs over wasser stein balls.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Conic programming reformulations of two- stage distributionally robust linear programs over wasser stein balls

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.149353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ae04b6b-1fc9-4c94-be99-0ed741834e8d · outbound

This paper cites Tractable reformulations of two-stage dis tributionally robust linear pro- grams over the type- ∞ wasserstein ball.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Tractable reformulations of two-stage dis tributionally robust linear pro- grams over the type- ∞ wasserstein ball

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.139288Z

Source-reported events for the cited work

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Observation 989ae70f-cf7c-4ce3-9929-c543f710b246 · outbound

This paper cites R esilient transmission hard- ening planning in a high renewable penetration era.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective R esilient transmission hard- ening planning in a high renewable penetration era

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.129288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 90f3dd8e-cf7a-496d-98bf-5e921e64a8e6 · outbound

This paper cites De composition algorithms for two-stage distributionally robust mixed binary programs.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective De composition algorithms for two-stage distributionally robust mixed binary programs

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.118951Z

Source-reported events for the cited work

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Observation 8060775a-5ed6-4c64-9a73-bd1073f4a128 · outbound

This paper cites Data-driven distribution ally robust capacitated facility location problem.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Data-driven distribution ally robust capacitated facility location problem

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.108801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 27640bf5-b0cb-4d39-bd1a-f4a4e193c75f · outbound

This paper cites Decomposition methods for wasserstein-based dat a-driven distributionally robust problems.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Decomposition methods for wasserstein-based dat a-driven distributionally robust problems

Reference 17

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Source-reported events for the cited work

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Observation e1d71f70-c7f2-4f34-a8f3-5e3cf8d80539 · outbound

This paper cites Stochastic de composition method for two-stage distributionally robust linear optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Stochastic de composition method for two-stage distributionally robust linear optimization

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.088219Z

Source-reported events for the cited work

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Observation d1366353-e8f5-4994-8a89-cdc3a58abf12 · outbound

This paper cites Dist ributionally robust two- stage stochastic programming.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Dist ributionally robust two- stage stochastic programming

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.077935Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ea073d3f-edb0-471c-9fd7-7759647a39f0 · outbound

This paper cites On Duality Theory of Conic Linear Problems , pages 135–165.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective On Duality Theory of Conic Linear Problems , pages 135–165

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.067307Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e65f0d2b-d400-4c14-bb7a-fa634c87c2a7 · outbound

This paper cites Quantifying distri butional model risk via optimal transport.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Quantifying distri butional model risk via optimal transport

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.057256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4bcd3e2c-6fce-4680-a0c3-8b2145889c3b · outbound

This paper cites Solving two-stage robust optimiz ation problems using a column-and-constraint generation method.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Solving two-stage robust optimiz ation problems using a column-and-constraint generation method

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.047151Z

Source-reported events for the cited work

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Observation 8c83cb75-1ac4-415b-bb0c-cfdd30df7145 · outbound

This paper cites A decomposition meth od for distributionally- robust two-stage stochastic mixed-integer conic programs.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective A decomposition meth od for distributionally- robust two-stage stochastic mixed-integer conic programs

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.037211Z

Source-reported events for the cited work

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Observation 480a5632-2f15-4e5c-8408-9c5c1af7f60a · outbound

This paper cites Distributionally robust disaster relief planning under the wasserstein set.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Distributionally robust disaster relief planning under the wasserstein set

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.026904Z

Source-reported events for the cited work

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Observation bd2845b4-90b2-4f09-977d-e9a395c31442 · outbound

This paper cites Supermodula rity in two-stage distribu- tionally robust optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Supermodula rity in two-stage distribu- tionally robust optimization

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.017551Z

Source-reported events for the cited work

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Observation f8759935-d991-405c-a4a1-e1f94937b955 · outbound

This paper cites Risk-averse two-stage s tochastic program with dis- tributional ambiguity.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Risk-averse two-stage s tochastic program with dis- tributional ambiguity

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:43.007117Z

Source-reported events for the cited work

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Observation f81312e3-606f-40e5-bcc8-ad84bf612879 · outbound

This paper cites Adap tive distributionally robust optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Adap tive distributionally robust optimization

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.997184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a604a52e-e479-4053-abcc-5b024756b49d · outbound

This paper cites On the optimality of aﬃne decision rules in robust and distributionally robus t optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective On the optimality of aﬃne decision rules in robust and distributionally robus t optimization

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.986586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 16561c05-a759-4c5c-93d9-8f5720171986 · outbound

This paper cites A Short and General Duality Proof for Wasserstein Distributionally Robust Optimization.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective A Short and General Duality Proof for Wasserstein Distributionally Robust Optimization

Reference 29

Resolution: verified exact; local_arxiv, observed 2026-08-10T23:19:42.901178Z

Source-reported events for the cited work

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Observation 562e29a6-1ebc-4a81-9cf6-21004ccd9daa · outbound

This paper cites Kantorovic and V.A.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Kantorovic and V.A

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.976543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3a7d69b3-61c4-490b-b36a-10589f7e713d · outbound

This paper cites A sugge sted computation for max- imal multi-commodity network ﬂows.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective A sugge sted computation for max- imal multi-commodity network ﬂows

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.964756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8ace7434-5083-4c96-a948-f96f97df6ffd · outbound

This paper cites Decomposition princ iple for linear programs.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Decomposition princ iple for linear programs

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.954446Z

Source-reported events for the cited work

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Observation a164e912-2dfe-4147-9496-7349dff37030 · outbound

This paper cites A linear programming a pproach to the cutting stock problem.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective A linear programming a pproach to the cutting stock problem

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.944083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 4b64a8db-4d98-454a-9959-2e39f1d63f72 · outbound

This paper cites Two-Stage Robust Optimization with Decision Dependent Uncertainty.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Two-Stage Robust Optimization with Decision Dependent Uncertainty

Reference 34

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Source-reported events for the cited work

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Observation 998767c9-9d5c-410d-a900-748579b3fe86 · outbound

This paper cites Branch-and-price: Column generation fo r solving huge integer programs.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Branch-and-price: Column generation fo r solving huge integer programs

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.934245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 17024925-9634-4a1b-be09-e22ab3bd1434 · outbound

This paper cites Solving bilevel mixed integer program by reformulations and decomposition.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Solving bilevel mixed integer program by reformulations and decomposition

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.923889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a02d2d51-9f49-4558-9153-65d60e9192dd · outbound

This paper cites Reliability models for facility location: the expected failure cost case.

Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective Reliability models for facility location: the expected failure cost case

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T23:19:42.913505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

Observation 26de1dd1-109a-4495-8274-777f8f1e9df6 · inbound

Distributionally Robust Planning of Hydrogen-Electrical Microgrids for Sea Islands cites this paper.

Distributionally Robust Planning of Hydrogen-Electrical Microgrids for Sea Islands Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T15:18:27.893168Z

Source-reported events for the cited work

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Observation 83a0d96d-c2c8-45c3-824b-1355052afc1c · inbound

Green Manufacturing Capacity Planning by Integrating Distributionally Robust Optimization and Generative AI cites this paper.

Green Manufacturing Capacity Planning by Integrating Distributionally Robust Optimization and Generative AI Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective

Reference 26

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:51:10.769284Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9eac37c8-5b22-4cc5-996e-913b80ca6df6 · inbound

Hallucination-Aware Diffusion Sampling for Inverse Problems via Robust Prior Updates cites this paper.

Hallucination-Aware Diffusion Sampling for Inverse Problems via Robust Prior Updates Two-Stage Distributionally Robust Optimization: Intuitive Understanding and Algorithm Development from the Primal Perspective

Reference 37

Resolution: verified exact; arxiv_id, observed 2026-07-01T22:36:17.818601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.