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Agency in Collaborative Learning
Program
Federated and Collaborative Learning
Location
Calvin Lab auditorium
Date
Monday, Apr. 13
–
Friday, Apr. 17, 2026
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Workshop & Symposia
Schedule | Agency In Collaborative Learning
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The Workshop
Schedule
Videos
All talks listed in Pacific Time. Schedule subject to change.
Monday, Apr. 13, 2026
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:15 a.m.
Efficient Retrieval of Influential LLM Training Examples
Roger Grosse (University of Toronto)
Video
10:15
–
11 a.m.
The Agentic Data Science Multiverse
Steven Wu (Carnegie Mellon University)
Video
11 a.m.
–
1 p.m.
Lunch (on your own)
1
–
1:45 p.m.
Power and Limitations of Aggregation in Compound AI Systems
Meena Jagadeesan (Stanford/UPenn)
Video
1:45
–
2:30 p.m.
Incentivizing Truthful Data Sharing in Collaborative Machine Learning and Data Marketplaces
Kirthevasan Kandasamy (University of Wisconsin-Madison)
Video
2:30
–
3 p.m.
Break
3
–
3:45 p.m.
Spotlight Talks
Rashida Hakim (Columbia University)
,
Chhavi Yadav (CMU, UC Berkeley)
Video
3:45
–
4:45 p.m.
Reception
Tuesday, Apr. 14, 2026
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:15 a.m.
Proper Scoring Rules for Text and Super-alignment
Jason Hartline (Northwestern University)
Video
10:15
–
11 a.m.
Preference Alignment from Choices and Response Times
Alireza Fallah (Rice University)
Video
11 a.m.
–
1 p.m.
Lunch (on your own)
1
–
1:45 p.m.
Increasing Participant Agency by Understanding the Impact of Training Data
Andrew Ilyas (Carnegie Mellon University)
Video
1:45
–
2:30 p.m.
One AI, two AI, red AI, blue AI: Impacts of Aggregation on Model Diversity and Consumer Utility
Kate Donahue (MIT/UIUC)
Video
2:30
–
3 p.m.
Break
3
–
3:45 p.m.
Peer-Predictive Self-Training for Language Model Reasoning
Yiling Chen (Harvard University)
Video
3:45
–
4:30 p.m.
Scaling Data Beyond English: Multilingual Scaling and Data Mixing Laws
Shayne Longpre (MIT)
Video
Wednesday, Apr. 15, 2026
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:15 a.m.
AI Ecosystems: Structure, Strategy, and Regulation
Ben Laufer (Cornell Tech)
Video
10:15
–
11 a.m.
Can Users Fix Algorithms? A Game-Theoretic Analysis of Collective Content Amplification in Recommender Systems
Chara Podimata (MIT)
Video
11 a.m.
–
1 p.m.
Lunch (on your own)
1
–
1:45 p.m.
Learning Preferences with Latent State
Ramesh Johari (Stanford University)
Video
1:45
–
2:30 p.m.
Spotlight Talks
Chido Onyeze (Cornell University)
,
Kumar Kshitij Patel (Yale University)
Video
2:30
–
3 p.m.
Break
3
–
5 p.m.
Poster Session (2nd Floor Interaction Area)
Thursday, Apr. 16, 2026
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:15 a.m.
A Theoretical Framework for Statistical Evaluability of Generative Models
Han Shao (UMD)
Video
10:15
–
11 a.m.
Mechanisms for Honest Data Sharing under Competition
Florian Dorner (Max-Planck Institute for Intelligent Systems)
Video
11 a.m.
–
1 p.m.
Lunch (on your own)
1
–
1:45 p.m.
Can Humans’ Verification of Synthetic Data Save Models from Collapse?
Haifeng Xu (University of Chicago)
Video
1:45
–
2:30 p.m.
Complementarity and Delegation in Multi-Agent Models
Jon Kleinberg (Cornell University)
Video
2:30
–
3:45 p.m.
Break
3:45
–
5 p.m.
Panel on Multi-Agent Systems
Tania Bedrax-Weiss (Google)
,
Alex Dimakis (Berkeley)
,
Dylan Hadfield-Menell (MIT)
,
Diyi Yang (Stanford)
Friday, Apr. 17, 2026
9
–
9:30 a.m.
Coffee and Check-In
9:30
–
10:15 a.m.
Platforms for Efficient and Incentive-Aware Collaboration
Mingda Qiao (UMass Amherst)
Video
10:15
–
11 a.m.
Emergent Alignment via Competition
Natalie Collina (University of Pennsylvania)
Video
11 a.m.
–
1 p.m.
Lunch (on your own)
1
–
1:45 p.m.
Rethinking AI Alignment and Evaluation under Heterogeneous Preferences
Kunhe Yang (UC Berkeley)
Video
1:45
–
2:30 p.m.
LLM Alignment and Evaluation through the lens of Econometrics and Causal Inference
Vasilis Syrgkanis (Microsoft Research)
Video
2:30
–
3 p.m.
Break
3
–
5 p.m.
Open Problems (2nd Floor Interaction Area)
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