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20142025
most citedFairness Beyond Disparate Treatment & Disparate Impact: Learning Classification without Disparate Mistreatment

626 citations · 2.7k across the 64 of their papers we have counts for

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Showing 2023Show all

5 papers · 1 filter

cs.LG2023

Diffused Redundancy in Pre-trained Representations

Vedant Nanda, Till Speicher, John P. Dickerson +3

Representations learned by pre-training a neural network on a large dataset are increasingly used successfully to perform a variety of downstream tasks. In this work, we take a clo…

cs.LG2023

Investigating the Effects of Fairness Interventions Using Pointwise Representational Similarity

Camila Kolling, Till Speicher, Vedant Nanda +2

Machine learning (ML) algorithms can often exhibit discriminatory behavior, negatively affecting certain populations across protected groups. To address this, numerous debiasing me…

cs.CR2023★ 13 cited

Understanding Blockchain Governance: Analyzing Decentralized Voting to Amend DeFi Smart Contracts

Johnnatan Messias, Vabuk Pahari, Balakrishnan Chandrasekaran +2

Decentralized Autonomous Organizations (DAOs) have emerged as a novel governance mechanism in blockchain ecosystems, particularly within Decentralized Finance (DeFi). By enabling t…

cs.CR2023

Dissecting Bitcoin and Ethereum Transactions: On the Lack of Transaction Contention and Prioritization Transparency in Blockchains

Johnnatan Messias, Vabuk Pahari, Balakrishnan Chandrasekaran +2

In permissionless blockchains, transaction issuers include a fee to incentivize miners to include their transactions. To accurately estimate this prioritization fee for a transacti…

cs.SI2023★ 8 cited

Analyzing User Engagement with TikTok's Short Format Video Recommendations using Data Donations

Savvas Zannettou, Olivia-Nemes Nemeth, Oshrat Ayalon +4

Short-format videos have exploded on platforms like TikTok, Instagram, and YouTube. Despite this, the research community lacks large-scale empirical studies into how people engage…