Paper Citation Record · LEDGER

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data

As of 12 August 2026, this Paper Citation Record lists 44 of 44 outbound references and 0 inbound Pith citation observations for arXiv:2501.01874.

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

pith.paper-citation-record.v1
2501.01874 v2

Coverage vector

measured 44 of 44 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T22:25:04.876466Z

measured 44 of 44 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 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

44 of 44 outbound references displayed

verified exact1
verified fuzzy7
unresolved36
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation fe5824d0-3b74-4dd6-904d-97b6551b0513 · outbound

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

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data , " * write output.state after.block = add.period write newline

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.666545Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 884ca827-9001-42da-a9ce-366a35ae2908 · outbound

This paper cites write newline.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.672346Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5bfa9628-5965-46b8-b407-5b78d4586163 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 3

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.668466Z

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 ee3dd4ea-81ae-4f3e-a348-13a6566c85a5 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.683401Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4eb68e4-86da-4860-9d0a-6648cbde9c83 · outbound

This paper cites T.; Mukadam, M.; and Amos, B.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data T.; Mukadam, M.; and Amos, B

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.688357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7b77554a-9982-417b-b679-597c4e99355e · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.631488Z

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 23eab0f7-e21d-481c-a10e-67feb4be8f45 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.614466Z

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 86992b67-4e09-47cc-b361-dbbbb46f9f50 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.598903Z

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 d1f18e3a-b7b1-4374-9241-fc2ff3ec36aa · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.583996Z

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 19664dbd-b637-4372-8d79-de4c5349543b · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.568639Z

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 16d42869-fda2-4c1e-9f18-31054165d512 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.552929Z

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 cd8e035a-b0d9-401d-bbeb-1f6682410f19 · outbound

This paper cites Learning with Combinatorial Optimization Layers: a Probabilistic Approach.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Learning with Combinatorial Optimization Layers: a Probabilistic Approach

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.723237Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dae81b1-36ae-4022-8cb8-ec591873d8bc · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.728442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c017f533-6aa4-4361-9f28-40c5277da241 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.526048Z

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 6a159260-4c5d-473c-9b3b-747c355c73ca · outbound

This paper cites Predict, then Optimize.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Predict, then Optimize

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.511515Z

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 ed78a556-bc98-4df5-93d4-edf4a18bffb5 · outbound

This paper cites Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Estimate-Then-Optimize versus Integrated-Estimation-Optimization versus Sample Average Approximation: A Stochastic Dominance Perspective

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.742357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a7c47dd7-187b-4e73-b0ab-83b3077b23de · outbound

This paper cites N.; Liang, J.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data N.; Liang, J

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.495865Z

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 9dcb78ed-37d7-4ace-a68b-9da923904c88 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.480688Z

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 fe7abbef-e5be-49d0-ab6f-1fa132e4a7f6 · outbound

This paper cites M.-C.; Lam, W.; Bing, L.; and Collier, N.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data M.-C.; Lam, W.; Bing, L.; and Collier, N

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.466195Z

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 b8a03c27-758e-462e-a420-0a38dadaa43b · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.450727Z

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 6567c4de-66ec-4aee-b825-be6fd13da56b · outbound

This paper cites HyperNetworks.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data HyperNetworks

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.765728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a524f26c-09b5-420d-92f9-109440e9e2a9 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.435382Z

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 bcd7ae27-b118-49c1-91f6-096717546866 · outbound

This paper cites C.; and Lee, J.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data C.; and Lee, J

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.419656Z

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 bf832083-692d-47c6-8131-b85014f9943a · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.404191Z

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 476513bc-a7d1-4afa-8bd1-12495f9a408b · outbound

This paper cites End-to-End Constrained Optimization Learning: A Survey.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data End-to-End Constrained Optimization Learning: A Survey

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.784505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5c4f82c-c9d9-41f2-85c4-85ceb40678c6 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 26

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.389313Z

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 c37a7be3-bd7a-45ef-a364-63a0d184a920 · outbound

This paper cites Model-Ensemble Trust-Region Policy Optimization.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Model-Ensemble Trust-Region Policy Optimization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.794211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 624fd03c-d3df-4ecb-ab68-6348b0dfe693 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.373602Z

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 f58646bf-0c81-4681-93f1-4ecc6a69c32d · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 29

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.357117Z

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 3b96036c-dc4e-43c9-9644-a771330e0a49 · outbound

This paper cites Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Decision-Focused Learning: Foundations, State of the Art, Benchmark and Future Opportunities

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.808814Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6564e1fc-5804-41b0-85e4-6b96e1c98fd4 · outbound

This paper cites J.; Guns, T.; et al.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data J.; Guns, T.; et al

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.341651Z

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 6c493efd-39f4-4932-bc2e-b3846bb81a5c · outbound

This paper cites C.; and Cassandras, C.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data C.; and Cassandras, C

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.326151Z

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 31c4fadf-c327-46d1-b3e0-b2316a2843c3 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.310178Z

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 445ae614-10da-4371-a69e-cbf64fd16d65 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 34

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.294641Z

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 ca857b18-9ff2-460e-aa46-fb2642d9d686 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.832358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29530385-c5f6-4d8e-bc2f-bf7cc61cc772 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.837309Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55e87d02-39d1-491e-b306-3be1ac85d9e9 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 37

Resolution: verified exact; raw_fallback, observed 2026-08-10T22:25:05.094369Z

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 9c6db454-3a0a-4ddd-a039-46a376c385fa · outbound

This paper cites PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data PyEPO: A PyTorch-based End-to-End Predict-then-Optimize Library for Linear and Integer Programming

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.846702Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13e97417-3b6e-4ff0-ae42-b660aa268782 · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.851737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 577e8a09-4773-4e10-8066-eda81a4c96c7 · outbound

This paper cites B.; Liao, S.; and Ba, J.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data B.; Liao, S.; and Ba, J

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T22:25:05.248903Z

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 048210a9-83f4-4098-9ea6-0b723075b1ea · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 41

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.233556Z

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 f80f6a14-3685-400a-82c0-b33627d3a0f3 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.866245Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e35a6bd-dcda-42c4-b717-c3e300d1f75e · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 43

Resolution: unresolved; raw_fallback, observed 2026-08-10T22:25:05.218506Z

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 7dd22331-b5ec-4869-b69c-ce904cb9cc3e · outbound

This paper cites an unresolved cited work.

DFF: Decision-Focused Fine-tuning for Smarter Predict-then-Optimize with Limited Data Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-10T22:25:04.876466Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.