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Workshop

Regulatable ML: Towards Bridging the Gaps between Machine Learning Research and Regulations

Jiaqi Ma · Chirag Agarwal · Sarah Tan · Himabindu Lakkaraju · Usha Bhalla · Zana Bucinca · Junwei Deng · Alex Oesterling · Shichang (Ray) Zhang

Project Page [ OpenReview]

Abstract

This workshop brings together ML and policy experts to identify and address various technical, policy, and fair use challenges that arise when regulating ML models.

Video

Chat is not available.

Schedule

Timezone: America/Los_Angeles

8:15 AM

Opening Remarks Intro

Jiaqi Ma

Video

8:30 AM

Invited Talk: Rumman Chowdhury (Remote) Invited Talk

Rumman Chowdhury

Video

9:00 AM

Contributed Talks 1 Contributed Talks

Prakhar Ganesh · Akira Takahashi · Bill Marino · Tong Chen

Video

9:30 AM

Coffee Break

10:00 AM

Poster Session Poster Session

11:30 AM

Yoshua Bengio: Why and how to regulate Frontier AI? Invited Talk

Yoshua Bengio

Video

12:00 PM

Lunch

1:15 PM

Peter Henderson: The Challenges of Pre-Deployment Regulability for General-purpose AI Systems Invited Talk

Peter Henderson

Video

1:45 PM

Contributed Talks 2 Contributed Talks

Ayoub Ajarra · Sahil Verma · Amol Khanna · Nari Johnson · Savannah Thais

Video

2:15 PM

Interactive Discussion on A Path for Science‑ and Evidence‑based AI Policy Interactive Discussion

Dawn Song · Rishi Bommasani

Video

3:00 PM

Coffee Break + Speaker Office Hours (Yoshua Bengio, Dawn Song, and Rishi Bommasani, Peter Henderson)

3:30 PM

Reva Schwartz: Real World Matters: What Actually Happens When People Use AI? The NIST Assessing Risks and Impacts of AI (ARIA) Program Invited Talk

Reva Schwartz

Video

4:00 PM

Navigating the Future of AI Regulation and Governance - Global Perspectives and Challenges Panel

Rob Reich · Gillian Hadfield · Surdas Mohit · Wan Sie Lee · Sella Nevo · Savannah Thais

5:00 PM

Networking + Wrap Up Closing

GPAI Evaluations Standards Taskforce: towards effective AI governance Poster

Patricia Paskov · Lukas Berglund · Everett Smith · Lisa Soder

Powering LLM Regulation through Data: Bridging the Gap from Compute Thresholds to Customer Experiences Poster

Wesley Pasfield

Feature Responsiveness Scores: Model-Agnostic Explanations for Recourse Poster

Seung Hyun Cheon · Anneke Wernerfelt · Sorelle Friedler · Berk Ustun

CopyBench: Measuring Literal and Non-Literal Reproduction of Copyright-Protected Text in Language Model Generation Poster

Tong Chen · Akari Asai · Niloofar Mireshghallah · Sewon Min · James Grimmelmann · Yejin Choi · Hannaneh Hajishirzi · Luke Zettlemoyer · Pang Wei Koh

Exploiting Interpretable Capabilities with Concept-Enhanced Diffusion and Prototype Networks Poster

Alba Carballo Castro · Sonia Laguna · Moritz Vandenhirtz · Julia Vogt

Public Procurement for Responsible AI? Understanding U.S. Cities' Practices and Needs Poster

Nari Johnson · Elise Silva · Harrison Leon · Motahhare Eslami · Beth Schwanke · Ravit Dotan · Hoda Heidari

Influence-based Attributions can be Manipulated Poster

Chhavi Yadav · Ruihan Wu · Kamalika Chaudhuri

Mitigating Bias in Facial Recognition Systems: Centroid Fairness Loss Optimization Poster

Jean-Rémy Conti · Stephan Clémençon

A False Sense of Privacy: Evaluating Textual Data Sanitization Beyond Surface-level Privacy Leakage Poster

Rui Xin · Niloofar Mireshghallah · Stella Li · Hyunwoo Kim · Michael Duan · Yejin Choi · Yulia Tsvetkov · Sewoong Oh · Pang Wei Koh

Non-Interactive and Publicly Verifiable Zero-Knowledge Proof for Fair Decision Trees Poster

Elisaweta Masserova · Antigoni Polychroniadou · Akira Takahashi

Regulation of Algorithmic Collusion, Refined: Testing Worst-case Calibrated Regret Poster

Jason Hartline · Chang Wang · Chenhao Zhang

FairProof : Confidential and Certifiable Fairness for Neural Networks Poster

Chhavi Yadav · Amrita Roy Chowdhury · Dan Boneh · Kamalika Chaudhuri

Optimal Selection Using Algorithmic Rankings with Side Information Poster

Kate Donahue · Nicole Immorlica · Brendan Lucier

Active Fourier Auditor for Estimating Distributional Properties of ML Models Poster

Ayoub Ajarra · Bishwamittra Ghosh · Debabrota Basu

Position: Participatory Assessment of Large Language Model Applications in an Academic Medical Center Poster

Giorgia Carra · Bogdan Kulynych · François Bastardot · Noémie Boillat-Blanco · Jean Raisaro

Towards Safe Multilingual Frontier AI Poster

Arturs Kanepajs · Vladimir Ivanov · Richard Moulange

Knowledge Distillation-Based Model Extraction Attack using GAN-based Private Counterfactual Explanations Poster

Fatima Ezzeddine · Omran Ayoub · Silvia Giordano

The Data Minimization Principle in Machine Learning Poster

Prakhar Ganesh · Cuong Tran · Reza Shokri · Nando Fioretto

Verification methods for international AI agreements Poster

Akash Wasil · Thomas Reed · Jack Miller · Peter Barnett

AI-Generated Content and Public Persuasion: The Limited Effect of AI Authorship Labels Poster

Isabel Gallegos · Chen Shani · Weiyan Shi · Federico Bianchi · Robb Willer · Dan Jurafsky

Foundation Models and the EU AI Act Poster

Rishi Bommasani · Alice Hau · Kevin Klyman · Percy Liang

Responsible Artificial Intelligence (RAI) in US Federal Government : Principles, Policies, and Practices. Poster

Atul Rawal · Katie Johnson · Curtis Mitchell · Michael Walton · Diamond Nwankwo

Generative AI regulation can learn from social media regulation Poster

Ruth Elisabeth Appel

How Many Van Goghs Does It Take to Van Gogh? Finding the Imitation Threshold Poster

Sahil Verma · Royi Rassin · Arnav Das · Gantavya Bhatt · Preethi Seshadri · Chirag Shah · Jeff A Bilmes · Hannaneh Hajishirzi · Yanai Elazar

Policy Trees for Prediction: Interpretable and Adaptive Model Selection for Machine Learning Poster

Matthew Peroni · Dimitris Bertsimas

Quantifying Variance in Evaluation Benchmarks Poster

Lovish Madaan · Aaditya Singh · Rylan Schaeffer · Andrew Poulton · Sanmi Koyejo · Pontus Lars Erik Saito Stenetorp · Sharan Narang · Dieuwke Hupkes

Towards Data Governance of Frontier AI Models Poster

Jason Hausenloy · Duncan McClements · Madhavendra Thakur

Fairness Implications of Machine Unlearning: Bias Risks in Removing NSFW Content from Text-to-Image Models Poster

Xiwen Wei · Guihong Li · Radu Marculescu

Declare and Justify: Explicit assumptions in AI evaluations are necessary for effective regulation Poster

Peter Barnett · Lisa Thiergart

Integration of Generative AI in the Digital Markets Act: Contestability and Fairness from a Cross-Disciplinary Perspective Poster

Ayse Yasar · Andrew Chong · Evan Dong · Thomas Gilbert · Carlos Mougan · Xudong Shen · Shubham Singh · Ana-Andreea Stoica · Savannah Thais

Promoting User Data Autonomy During the Dissolution of a Monopolistic Firm Poster

Rushabh Solanki · Elliot Creager

A Black-Box Watermarking Modulation for Semantic Segmentation Models Poster

Mohammed Lansari · Lucas Mattioli · Boussad ADDAD · Paul-Marie RAFFI · Martin Gonzalez · Katarzyna Kapusta

Position: Challenges and Opportunities for Differential Privacy in the U.S. Federal Government Poster

Amol Khanna · Adam Mccormick · Andre Nguyen · Christopher Aguirre · Edward Raff

LLM-Generated Black-box Explanations Can Be Adversarially Helpful Poster

Rohan Deepak Ajwani · Shashidhar Reddy Javaji · Frank Rudzicz · Zining Zhu

Weak-to-Strong Confidence Prediction Poster

Tracy Zhu · Yukai Yang · Marco Morucci · Tim G. J. Rudner

An Autonomy-Based Classification: Liability in the Age of AI Agents Poster

Julia Smakman · Lisa Soder · Connor Dunlop · Weiwei Pan · Siddharth Swaroop

Examining Data Compartmentalization for AI Governance Poster

Nicole Mitchell · Eleni Triantafillou · Peter Kairouz

Fundamental Limits in the Search for Less Discriminatory Algorithms—and How to Avoid Them Poster

Benjamin Laufer · Manish Raghavan · Solon Barocas

Homogeneous Algorithms Can Reduce Competition in Personalized Pricing Poster

Nathanael Jo · Kathleen Creel · Ashia Wilson · Manish Raghavan

Compliance Cards: Automated EU AI Act Compliance Analyses amidst a Complex AI Supply Chain Poster

Bill Marino · Yaqub Chaudhary · Yulu Pi · Rui-Jie Yew · Preslav Aleksandrov · Carwyn Rahman · William Shen · Isaac Robinson · Nicholas Lane

Multilingual Compliance: A Comparative Study of Privacy Policies in Chinese, Japanese, and Korean Poster

Muhammad Hassan · Phillip Nakamura · Yuanye Ma

vTune: Verification of fine-tuning through backdooring Poster

Eva Zhang · Akilesh Potti · Micah Goldblum

Robustness and Cybersecurity in the EU Artificial Intelligence Act Poster

Henrik Nolte · Miriam Rateike · Michèle Finck

IDs for AI Systems Poster

Alan Chan · Noam Kolt · Peter Wills · Usman Anwar · Christian Schroeder de Witt · Nitarshan Rajkumar · Lewis Hammond · David Krueger · Lennart Heim · Markus Anderljung