Paper Citation Record · LEDGER

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning

As of 19 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 2 inbound Pith citation observations for arXiv:2510.19098.

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

pith.paper-citation-record.v1
2510.19098 v2

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-04T08:48:57.170380Z

measured 62 of 62 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T12:44:42.968923Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T18:02:27.165636Z

Reference resolution

60 of 60 outbound references displayed

verified exact2
verified fuzzy0
unresolved58
parse uncertain0
malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 12910210-8c75-4b17-890e-badcc985944d · outbound

This paper cites The strategic perceptron.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning The strategic perceptron

Reference 1

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Observation 1075b194-ad14-41e0-87d7-844439cb3a2b · outbound

This paper cites Fundamental bounds on online strategic clas- sification.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Fundamental bounds on online strategic clas- sification

Reference 2

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Observation f206b2da-f312-4549-9241-c4f5a014623d · outbound

This paper cites Could anticipating gaming incentivize improvement in (fair) strategic classification? In2024 IEEE 63rd Conference on Decision and Control (CDC), pages 6028–6035, 2024.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Could anticipating gaming incentivize improvement in (fair) strategic classification? In2024 IEEE 63rd Conference on Decision and Control (CDC), pages 6028–6035, 2024

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:50.755911Z

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Observation 1414d21d-dac2-4776-9266-1a6936e630ad · outbound

This paper cites Multiagent Evaluation Mechanisms.Proceedings of the AAAI Conference on Ar- 14 tificial Intelligence, 34(02):1774–1781, April 2020.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Multiagent Evaluation Mechanisms.Proceedings of the AAAI Conference on Ar- 14 tificial Intelligence, 34(02):1774–1781, April 2020

Reference 4

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Observation 140616da-764b-41d1-a3ab-ce349b7d9c57 · outbound

This paper cites The Disparate Effects of Partial Information in Bayesian Strategic Learning.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning The Disparate Effects of Partial Information in Bayesian Strategic Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:50.971111Z

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Observation 74817f12-caa7-40e0-b70d-f320f246d1a9 · outbound

This paper cites Gaming helps! learning from strategic interactions in natural dynamics.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Gaming helps! learning from strategic interactions in natural dynamics

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.088680Z

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Observation 48a57c27-111b-42b7-b2ea-d7de4ec22575 · outbound

This paper cites Information discrepancy in strategic learning.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Information discrepancy in strategic learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.228013Z

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Observation 85c1aa1a-bc23-4991-ad18-20c8eb8d53e2 · outbound

This paper cites The Role of Randomness and Noise in Strategic Clas- sification.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning The Role of Randomness and Noise in Strategic Clas- sification

Reference 8

Resolution: verified exact; doi, observed 2026-08-04T08:54:28.590184Z

Source-reported events for the cited work

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Observation fb968df1-f513-4e00-87b1-ce21c9792331 · outbound

This paper cites Who’s gaming the system? a causally-motivated approach for detecting strategic adaptation.Advances in Neural Information Processing Systems, 37:42311–42348, 2024.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Who’s gaming the system? a causally-motivated approach for detecting strategic adaptation.Advances in Neural Information Processing Systems, 37:42311–42348, 2024

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.416779Z

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Observation afd91423-bae6-420e-9ca7-635df19ae714 · outbound

This paper cites Learning strategy-aware linear classifiers.Ad- vances in Neural Information Processing Systems, 33:15265–15276, 2020.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Learning strategy-aware linear classifiers.Ad- vances in Neural Information Processing Systems, 33:15265–15276, 2020

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.536006Z

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Observation 1c4eaef0-adaa-46e1-9205-b8086c99a13a · outbound

This paper cites Path-Specific Counterfactual Fairness.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Path-Specific Counterfactual Fairness

Reference 11

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Observation 97870883-4bf9-46a8-bf73-04e6383dc8d5 · outbound

This paper cites Bayesian strategic classification.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Bayesian strategic classification

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.691709Z

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Observation 33801661-cfb0-462e-859e-a6d3dd8644e9 · outbound

This paper cites Minimax group fairness in strate- gic classification.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Minimax group fairness in strate- gic classification

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.743892Z

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Observation 59dbaf2d-2860-4635-9153-364b3ab321f3 · outbound

This paper cites Strate- gic classification from revealed preferences.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Strate- gic classification from revealed preferences

Reference 14

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Observation f17abf55-c9ed-469a-92b1-1bf282f85fc0 · outbound

This paper cites The double-edged sword of behavioral responses in strategic classification: Theory and user studies.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning The double-edged sword of behavioral responses in strategic classification: Theory and user studies

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:51.947825Z

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Observation de9f326e-8a98-4e6a-a67b-becb72168219 · outbound

This paper cites Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:52.070906Z

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Observation afb96379-58c1-4bdc-84b1-23ca83a6f6f3 · outbound

This paper cites Group-fair classification with strategic agents.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Group-fair classification with strategic agents

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:52.226968Z

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Observation 838bea07-4c42-4a85-b180-cd8315bcb573 · outbound

This paper cites User altruism in recommendation systems.arXiv preprint arXiv:2506.04525, 2025.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning User altruism in recommendation systems.arXiv preprint arXiv:2506.04525, 2025

Reference 19

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Observation 0d26bb0b-a100-4105-8274-83f4bd3fa23d · outbound

This paper cites Strategic classification in the dark.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Strategic classification in the dark

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:52.428687Z

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Observation 69e6d5b5-aa8c-4faa-bc94-6f262aa3c18a · outbound

This paper cites Equalizing Recourse across Groups.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Equalizing Recourse across Groups

Reference 21

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Observation 45de4ffa-9c1e-4ea6-a8c1-f5651dd11017 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 22

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Observation f3f0c99c-99bd-4cc3-817f-199e90a5a43d · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Strategic Classification

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:52.667581Z

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Observation 675b9817-6a85-40f7-a8f3-b884c6053500 · outbound

This paper cites Stateful strategic regression.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Stateful strategic regression

Reference 24

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Observation 09608c31-d500-488f-80be-72dcfca373e0 · outbound

This paper cites Recommending to Strategic Users.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Recommending to Strategic Users

Reference 25

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Observation 88973687-bb88-4f98-8d64-29a8705be723 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 26

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Observation f9cffa56-cb60-4222-825c-da2057ef1992 · outbound

This paper cites Causal strategic classification: a tale of two shifts.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Causal strategic classification: a tale of two shifts

Reference 27

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Observation 66693da7-9642-458c-ab55-9bf6960b75e9 · outbound

This paper cites Algorithmic recourse: from counterfactual explanations to interventions.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Algorithmic recourse: from counterfactual explanations to interventions

Reference 29

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Observation e330407e-2467-4391-aa06-5a9a8feeaeb7 · outbound

This paper cites A survey of algorithmic recourse: Contrastive explanations and consequential recommendations.ACM Comput.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning A survey of algorithmic recourse: Contrastive explanations and consequential recommendations.ACM Comput

Reference 30

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Observation 1dc76887-0ac3-4fb8-838e-8f7fc2732b32 · outbound

This paper cites ISBN 9781450383097.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning ISBN 9781450383097

Reference 31

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Observation 17d74927-fc80-461b-be89-01f82a57e8e0 · outbound

This paper cites Strategic classification is causal modeling in disguise.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Strategic classification is causal modeling in disguise

Reference 32

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Observation 5b562593-0650-4644-9e59-c83b7e320a1c · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 33

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Observation b18d8811-be84-4975-ae4a-d5608df538b6 · outbound

This paper cites Fair inference on outcomes.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Fair inference on outcomes

Reference 34

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Observation 35baeec0-6033-4613-a87a-8269caeeb06d · outbound

This paper cites Dragan, and Moritz Hardt.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Dragan, and Moritz Hardt

Reference 35

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This paper cites Vera, and Luis F.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Vera, and Luis F

Reference 36

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Observation 1fce8463-d3a5-4c95-a3e4-edf4bf15c218 · outbound

This paper cites Discrimination in- duced by algorithmic recourse objectives.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Discrimination in- duced by algorithmic recourse objectives

Reference 37

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Observation 0dd9b69b-dae8-44e9-afc5-46b4d85ca854 · outbound

This paper cites One-shot strategic classification under unknown costs.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning One-shot strategic classification under unknown costs

Reference 38

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Observation 76618709-42c9-4faa-bcd3-a277c4b51f3c · outbound

This paper cites Edelman, and Brian Axelrod.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Edelman, and Brian Axelrod

Reference 39

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Observation 4bba0ecf-1a5b-4564-9532-f16bc3ce651a · outbound

This paper cites doi: 10.1007/s10107-020-01473-6.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning doi: 10.1007/s10107-020-01473-6

Reference 40

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Observation 47ebb762-2a04-4630-866e-9d19b2088544 · outbound

This paper cites Incentive-Aware Machine Learning; Robustness, Fairness, Improvement & Causality.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Incentive-Aware Machine Learning; Robustness, Fairness, Improvement & Causality

Reference 41

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Observation 556acb16-5630-48d5-b78b-05cfa7f6b21a · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Strategic classification with non-linear classifiers,

Reference 44

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Observation 8b237f74-11ee-4f9a-8d7a-f5f445119be7 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 45

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Observation b1a89fd1-f8f2-4dbe-8d86-c4aa7cde62f0 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Decisions, counterfactual explanations and strategic behavior

Reference 46

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Observation 98181e98-c31f-4f06-b943-8f7cb714ec57 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 49

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Observation 15717fc2-7ecf-465b-9aed-78f1427cbcd7 · outbound

This paper cites in particular :w ⋆ c = Q−1c c⊤Qc.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning in particular :w ⋆ c = Q−1c c⊤Qc

Reference 50

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Observation 73e94b0f-7981-44a7-a2c9-51dfb5061fe2 · outbound

This paper cites Clearly, ifλ 1, λ2 >0* ,A=λ 1I+λ 2Qmust be invertible as the sum of two PD matrices is a PD matrix.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Clearly, ifλ 1, λ2 >0* ,A=λ 1I+λ 2Qmust be invertible as the sum of two PD matrices is a PD matrix

Reference 51

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Observation 39dfe2ef-85c2-48e3-9596-9d3f26d85f52 · outbound

This paper cites So it must be the case that for comple- mentary slackness,w ⊤Qw=β.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning So it must be the case that for comple- mentary slackness,w ⊤Qw=β

Reference 52

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Observation e4f38076-5c44-43dd-bda4-08e031dc9fb8 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 53

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Observation a0e598ff-c2c5-422c-82c9-171a0575f867 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 54

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Observation b02125a2-2012-4896-b7a5-f6c93eccb15c · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning This will give us optimality loss bounds for theβ-fair SE as compared to the unconstrained SE

Reference 55

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Observation d8ecbd74-8b8f-48bd-b260-76b369859fad · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning diameter

Reference 56

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This paper cites Ifp= 0 we are done; otherwise divide by∥p∥ 2 to obtain∥p∥ 2 ≤ ∥w⋆∥2.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Ifp= 0 we are done; otherwise divide by∥p∥ 2 to obtain∥p∥ 2 ≤ ∥w⋆∥2

Reference 57

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 58

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Observation dfea6217-fb4b-4e58-b205-dd0e6a7aa8c4 · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 59

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Observation 0797273e-8e82-4478-b68b-bf430d0316bf · outbound

This paper cites Proof.We will just compare the bounds promised between the two propositions under conditions.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Proof.We will just compare the bounds promised between the two propositions under conditions

Reference 60

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Observation cc77b7e7-22d0-4d32-84f5-877b9fb4086a · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 61

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Observation f410df51-4c86-42de-9727-f6995c71b48b · outbound

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 62

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Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Their use is denoted in figure captions

Reference 63

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Observation f32139f7-b4f5-49f6-bc7b-a70edab40770 · outbound

This paper cites On the Fairness of Causal Algorithmic Recourse.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning On the Fairness of Causal Algorithmic Recourse

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-04T08:48:55.501663Z

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Observation 41af9e98-227d-41f1-a9a6-0ea51fde5f20 · outbound

This paper cites an unresolved cited work.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning Unresolved cited work

Reference 2021

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This paper cites ISBN 9798400714825.

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning ISBN 9798400714825

Reference 2025

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Linear Strategic Classification with Endogenous Improvements cites this paper.

Linear Strategic Classification with Endogenous Improvements Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning

Reference 15

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Linear Strategic Classification with Endogenous Improvements cites this paper.

Linear Strategic Classification with Endogenous Improvements Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning

Reference 15

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