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cs.SI2026
Quality-Sensitive Matrix Factorization for Community Notes: Towards Sample Efficiency and Manipulation Resistance
Mohak Goyal, Nishka Arora, Ashish Goel
Community Notes is X's crowdsourced fact-checking program: contributors write short notes that add context to potentially misleading posts, and other contributors rate whether thos…
cs.GT2026
Utilitarian Distortion Under Probabilistic Voting
Hamidreza Alipour, Mohak Goyal
The utilitarian distortion framework evaluates voting rules by their worst-case efficiency loss when voters have cardinal utilities but express only ordinal rankings. Under the cla…
cs.SI2026
Beyond Polarization: Opinion Mixing and Social Influence in Deliberation
Mohak Goyal, Lodewijk Gelauff, Naman Gupta +2
Deliberative processes are often discussed as increasing or decreasing polarization. This approach misses a different, and arguably more diagnostic, dimension of opinion change: wh…