Paper Citation Record · LEDGER

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

As of 10 August 2026, this Paper Citation Record lists 36 of 36 outbound references and 8 inbound Pith citation observations for arXiv:2502.06749.

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

pith.paper-citation-record.v1
2502.06749 v1

Coverage vector

measured 36 of 36 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T14:34:00.344542Z

measured 44 of 44 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 8 of 8 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:09:09.309844Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-06-28T19:22:34.914725Z

Reference resolution

36 of 36 outbound references displayed

verified exact0
verified fuzzy27
unresolved9
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4362ec5d-5cd1-44c6-bf57-f81e2856b5e2 · outbound

This paper cites The strategic perceptron.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The strategic perceptron

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 526a0fca-2488-47ff-938b-8c3ec7b896e4 · outbound

This paper cites On classification of strategic agents who can both game and improve.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty On classification of strategic agents who can both game and improve

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.689028Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5ef0bd95-1e58-450a-bae9-4e344eb398bd · outbound

This paper cites The economics of moral hazard: further comment.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The economics of moral hazard: further comment

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.679021Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f40b8638-161c-46e5-bd1d-455a92d8a860 · outbound

This paper cites Uncertainty and the welfare economics of medical care.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Uncertainty and the welfare economics of medical care

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.669205Z

Source-reported events for the cited work

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Observation 8d912f0d-fd30-4e1d-aa03-a7a6c256baa7 · outbound

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

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Gaming helps! learning from strategic interactions in natural dynamics

Reference 5

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Source-reported events for the cited work

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Observation 25e864b9-5ea8-43bb-8342-75f440ff2999 · outbound

This paper cites Information discrepancy in strategic learning.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Information discrepancy in strategic learning

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.653301Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cca7b53f-3efb-4983-9ea2-671762057cd7 · outbound

This paper cites Introduction to linear optimization.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Introduction to linear optimization

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.643940Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 34ad4828-7c6d-4766-9c7d-b49a8de8d2d6 · outbound

This paper cites The role of randomness and noise in strategic classification.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The role of randomness and noise in strategic classification

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.634860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c8e05f5c-76a0-4417-81f7-4350348c30f0 · outbound

This paper cites Learning strategy-aware linear classifiers.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Learning strategy-aware linear classifiers

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.624744Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e435686c-d0db-4240-a6fc-1d9c9cb61b7d · outbound

This paper cites Bayesian Strategic Classification.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Bayesian Strategic Classification

Reference 10

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Source-reported events for the cited work

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Observation 0261b4ac-9351-4d46-bd31-921cefa2acc0 · outbound

This paper cites Strategic classification from revealed preferences.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Strategic classification from revealed preferences

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.615223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f2678be9-6e0a-46e3-9b80-05a7d8cb8d08 · outbound

This paper cites The Double-Edged Sword of Behavioral Responses in Strategic Classification: Theory and User Studies.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The Double-Edged Sword of Behavioral Responses in Strategic Classification: Theory and User Studies

Reference 12

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5d15dfa9-e77a-4e5e-a1ea-aa63a56a96e0 · outbound

This paper cites Price of privacy in the keynesian beauty contest.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Price of privacy in the keynesian beauty contest

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.605468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0492f00b-487f-4ea9-817a-43190e3a8137 · outbound

This paper cites Group-fair classification with strategic agents.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Group-fair classification with strategic agents

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.596083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f31fbdd0-ef26-41a5-9b7a-d2dd8bbf4fa8 · outbound

This paper cites Strategic classification in the dark.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Strategic classification in the dark

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.586708Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0fdb4c79-8365-48c9-b399-84349a606550 · outbound

This paper cites An analysis of the principal-agent problem.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty An analysis of the principal-agent problem

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.577047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0d81b7bf-5bd5-49fe-9c8b-70f0ccbf77d5 · outbound

This paper cites Strategic classification.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Strategic classification

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.566598Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4df447b6-6b75-4fd7-90a6-59dc17641f55 · outbound

This paper cites Stateful strategic regression.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Stateful strategic regression

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.556987Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0bf1ec1f-f5f9-47bf-a746-e3d2e6438c44 · outbound

This paper cites Constructing causal pathways for premature cardiovascular disease mortality using directed acyclic graphs with integrating evidence synthesis and expert knowledge.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Constructing causal pathways for premature cardiovascular disease mortality using directed acyclic graphs with integrating evidence synthesis and expert knowledge

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.547540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39a126aa-5db6-433c-ab3c-3d74a94329a6 · outbound

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

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Causal strategic classification: A tale of two shifts

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.537525Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 99197117-5c82-48b8-a9ea-08ab1b28e192 · outbound

This paper cites The disparate effects of strategic manipulation.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The disparate effects of strategic manipulation

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.527551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7cfe635b-bfd0-499b-8c1f-0eb4ed203df2 · outbound

This paper cites Causal Machine Learning: A Survey and Open Problems.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Causal Machine Learning: A Survey and Open Problems

Reference 22

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Source-reported events for the cited work

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Observation a4e0369c-e08a-48d7-b639-6b54f9a03cb2 · outbound

This paper cites How do classifiers induce agents to invest effort strategically? ACM Transactions on Economics and Computation (TEAC), 8 0 (4): 0 1--23, 2020.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty How do classifiers induce agents to invest effort strategically? ACM Transactions on Economics and Computation (TEAC), 8 0 (4): 0 1--23, 2020

Reference 23

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Source-reported events for the cited work

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Observation 14793617-968f-4995-9854-411f9cd7ccb3 · outbound

This paper cites Information elicitation mechanisms for statistical estimation.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Information elicitation mechanisms for statistical estimation

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.512033Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation edd0492a-ac18-4216-a06c-2bec64b980cb · outbound

This paper cites The theory of incentives: the principal-agent model.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The theory of incentives: the principal-agent model

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.502343Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 512c82e9-73d3-4d81-852e-fae8203446ec · outbound

This paper cites Strategic classification with unknown user manipulations.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Strategic classification with unknown user manipulations

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.492536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 90117420-35e4-41f9-ba04-1b9bbc75504e · outbound

This paper cites The delphi method.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The delphi method

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.482767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 60d39094-2e2e-48a4-b37b-22951a87ea20 · outbound

This paper cites Strategic classification is causal modeling in disguise.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Strategic classification is causal modeling in disguise

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.472859Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation d648aceb-d369-4c72-bb45-29d50ed5ed3a · outbound

This paper cites The social cost of strategic classification.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The social cost of strategic classification

Reference 29

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Source-reported events for the cited work

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Observation 14bd1f0c-e2bd-432c-9a35-1de8b9c189bd · outbound

This paper cites The economics of moral hazard: comment.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The economics of moral hazard: comment

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.456977Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 23688eba-9219-461a-b9c0-294a77d6c4ca · outbound

This paper cites Causality: Models, Reasoning, and Inference.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Causality: Models, Reasoning, and Inference

Reference 31

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Source-reported events for the cited work

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Observation cb88f341-0c39-4ed7-9a47-2a7cb81dd9fd · outbound

This paper cites The economic theory of agency: The principal's problem.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty The economic theory of agency: The principal's problem

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.441380Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 430a89bb-1879-4b10-9880-565f97d31cd0 · outbound

This paper cites Incentives in principal-agent relationships.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Incentives in principal-agent relationships

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.431202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 528e6a7b-d0b2-4b3c-9748-5b0da8cc3975 · outbound

This paper cites Causal strategic linear regression.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Causal strategic linear regression

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.420504Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1064a219-0d22-48d2-9244-76da3d237aa7 · outbound

This paper cites Pac-learning for strategic classification.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Pac-learning for strategic classification

Reference 35

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b655326-6c90-49db-86e9-2e59a2f1879d · outbound

This paper cites Fairness interventions as (dis) incentives for strategic manipulation.

Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty Fairness interventions as (dis) incentives for strategic manipulation

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T14:34:00.404439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Pith citing papers

Observation 22f0b1dc-7459-499c-b343-12edfcc5f1ab · inbound

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

The Disparate Effects of Partial Information in Bayesian Strategic Learning Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 7

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Source-reported events for the cited work

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

Desirable Effort Fairness and Optimality Trade-offs in Strategic Learning cites this paper.

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

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Source-reported events for the cited work

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Observation 0bfb8fcb-98d3-4d98-beac-037629358ff6 · inbound

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach cites this paper.

When Tabular Foundation Models Meet Strategic Tabular Data: A Prior Alignment Approach Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:43:05.547229Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c2673e75-e489-4802-b9ad-271196c56fa3 · inbound

Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents cites this paper.

Partial Fairness Awareness: Belief-Guided Strategic Mechanism for Strategic Agents Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 119

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:22:34.916231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cfb3b2a4-0d3a-4cd0-97b1-e8fbbe1370fb · inbound

Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation cites this paper.

Beyond Independent Manipulation: Individual Fairness-aware Strategic Classification with Peer Imitation Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-06-28T19:12:34.538204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7483b6a4-56a4-471b-9f39-dc4a03462417 · inbound

Linear Strategic Classification with Endogenous Improvements cites this paper.

Linear Strategic Classification with Endogenous Improvements Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-06-28T18:02:27.176011Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e381e7a6-dce7-4aa9-b527-cd970c99e8b7 · inbound

Linear Strategic Classification with Endogenous Improvements cites this paper.

Linear Strategic Classification with Endogenous Improvements Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T12:44:43.022777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9b236da-8302-48da-bd60-173139010124 · inbound

A Continuous-Time Analysis of Smoothed Matrix-Polar Spectral Gradient Flows for Muon-Type Optimization cites this paper.

A Continuous-Time Analysis of Smoothed Matrix-Polar Spectral Gradient Flows for Muon-Type Optimization Incentivizing Desirable Effort Profiles in Strategic Classification: The Role of Causality and Uncertainty

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-04T18:34:20.695580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.