Map** social choice theory to RLHF
Recent work on the limitations of using reinforcement learning from human feedback (RLHF)
to incorporate human preferences into model behavior often raises social choice theory as a …
to incorporate human preferences into model behavior often raises social choice theory as a …
On the Existence of Envy-Free Allocations Beyond Additive Valuations
We study the problem of fairly allocating $ m $ indivisible items among $ n $ agents. Envy-
free allocations, in which each agent prefers her bundle to the bundle of every other agent …
free allocations, in which each agent prefers her bundle to the bundle of every other agent …
Noise Stability of Ranked Choice Voting
S Heilman - arxiv preprint arxiv:2209.11183, 2022 - arxiv.org
We conjecture that Borda count is the ranked choice voting method that best preserves the
outcome of an election with randomly corrupted votes, among all fair voting methods with …
outcome of an election with randomly corrupted votes, among all fair voting methods with …
[PDF][PDF] Application-oriented collective decision making: experimental toolbox and dynamic environments
N Böhmer - 2023 - depositonce.tu-berlin.de
Collective decision making problems capture situations where the preferences of agents
need to be aggregated into a compromise solution. This thesis focuses on two such …
need to be aggregated into a compromise solution. This thesis focuses on two such …
Metric distortion Under Probabilistic Voting
Metric distortion in social choice provides a framework for assessing how well voting rules
minimize social cost in scenarios where voters and candidates exist in a shared metric …
minimize social cost in scenarios where voters and candidates exist in a shared metric …
[PDF][PDF] Expanding our Participatory Democracy Toolkit using Algorithms, Social Choice, and Social Science
B Flanigan - 2024 - reports-archive.adm.cs.cmu.edu
In most of the world's democracies, policy decisions are primarily made by elected political
officials. However, under mounting dissatisfaction with representative government due to …
officials. However, under mounting dissatisfaction with representative government due to …