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Agency in Collaborative Learning

This workshop will consider developing and facilitating collaborative learning systems to reflect desired social and economic principles. Analyzing and addressing such concerns is paramount for the ongoing success of collaborative learning and for the...

Spotlight Talks

Scaling Data Beyond English: Multilingual Scaling and Data Mixing Laws

Peer-Predictive Self-Training for Language Model Reasoning

One AI, two AI, red AI, blue AI: Impacts of Aggregation on Model Diversity and Consumer Utility

Increasing Participant Agency by Understanding the Impact of Training Data

Preference Alignment from Choices and Response Times

Proper Scoring Rules for Text and Super-alignment

Incentivizing Truthful Data Sharing in Collaborative Machine Learning and Data Marketplaces

Power and Limitations of Aggregation in Compound AI Systems