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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

169,051 papers · 148 categories

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2 results for “strategyproof”

On Strategyproof Conference Peer Reviewcs.GT

The paper tackles strategic review issues in conference settings.

problem Strategic reviews by reviewers who are also authors can bias the ranking of papers.

method The authors present a strategyproof and efficient peer review algorithm based on partitioning.

result The algorithm guarantees strategyproofness and unanimity under certain conditions.

peer review conference strategyproof social choice unanimity

2018-06-16abs ↗pdf ↗

Strategyproof Learning: Building Trustworthy User-Generated Datasetscs.LG

A new framework promotes trustworthy user-generated datasets by ensuring no user benefits from misreporting.

problem Incentivizing data misreporting in user-generated datasets.

method Proposes Licchavi, a global and personalized learning framework with provable strategyproofness guarantees.

result Proves that no user can gain much by replying to Licchavi's queries with deviated answers.

strategyproof learning user-generated datasets incentive design fairness principle global learning framework

2021-06-04abs ↗pdf ↗