John P. Dickerson

1. Large language models that replace human participants can harmfully misportray and flatten identity groups
   2024/02/02 by Angelina Wang, Wang, Angelina, Jamie Morgenstern +3 · 7 voices · 49 citations
   Computer Science · #Natural Language Processing Techniques #Topic Modeling #cs.CY
2. Counterfactual Explanations and Algorithmic Recourses for Machine Learning: A Review
   2020/10/20 by Sahil Verma, Verma, Sahil, Varich Boonsanong +9 · 23 citations
   Computer Science · Medicine · #Explainable Artificial Intelligence (XAI) #Adversarial Robustness in Machine Learning #Artificial Intelligence in Healthcare and Education
3. Just How Toxic is Data Poisoning? A Unified Benchmark for Backdoor and Data Poisoning Attacks
   2020/06/22 by Avi Schwarzschild, Micah Goldblum, Schwarzschild, Avi +7 · 13 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications
4. Dancing Pigs or Externalities?
   2018/05/16 by Elissa M. Redmiles, Michelle L. Mazurek, John P. Dickerson · 2 voices
   Computer Science · Psychology · Social Sciences · #Cybercrime and Law Enforcement Studies #Sexuality, Behavior, and Technology #Privacy, Security, and Data Protection
5. Style Outweighs Substance: Failure Modes of LLM Judges in Alignment Benchmarking
   2024/09/23 by Benjamin Feuer, Feuer, Benjamin, Micah Goldblum +13 · 7 citations
   Economics, Econometrics and Finance · Social Sciences · #Law, Economics, and Judicial Systems #European and International Contract Law #Legal Systems and Judicial Processes
6. Balancing the Tradeoff between Profit and Fairness in Rideshare Platforms During High-Demand Hours
   2019/12/18 by Vedant Nanda, Pan Xu, Nanda, Vedant +7 · 2 citations
   Business, Management and Accounting · Engineering · Social Sciences · #Artificial Intelligence (cs.AI) #Computers and Society (cs.CY) #Digital Economy and Work Transformation #FOS: Computer and information sciences #Sharing Economy and Platforms #Transportation and Mobility Innovations
7. Detection as Regression: Certified Object Detection by Median Smoothing
   2020/07/07 by Ping-yeh Chiang, Chiang, Ping-yeh, Michael J. Curry +9 · 2 citations
   Computer Science · #Adversarial Robustness in Machine Learning #Computer Vision and Pattern Recognition (cs.CV) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Probabilistic Fair Clustering
   2020/06/19 by Seyed A. Esmaeili, Esmaeili, Seyed A., Brian Brubach +5 · 2 citations
   Business, Management and Accounting · #Artificial Intelligence (cs.AI) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Facility Location and Emergency Management #Machine Learning (cs.LG) #Machine Learning (stat.ML)
9. Data-Driven Methods for Balancing Fairness and Efficiency in Ride-Pooling
   2021/10/07 by Naveen Raman, Raman, Naveen, Sanket Shah +4 · 2 citations
   Engineering · Business, Management and Accounting · Social Sciences · #Transportation and Mobility Innovations #Sharing Economy and Platforms #Urban Transport and Accessibility
10. PreferenceNet: Encoding Human Preferences in Auction Design with Deep Learning
    2021/06/06 by Neehar Peri, Peri, Neehar, Michael J. Curry +5 · 1 citation
    Business, Management and Accounting · Computer Science · Decision Sciences · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Consumer Market Behavior and Pricing #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mobile Crowdsensing and Crowdsourcing #Multiagent Systems (cs.MA)
11. Using Inverse Optimization to Learn Cost Functions in Generalized Nash\n Games
    2021/02/24 by Stephanie Allen, John P. Dickerson, Allen, Stephanie +3 · 1 citation
    Mathematics · #Fuzzy Systems and Optimization
12. On the Generalizability and Predictability of Recommender Systems
    2022/06/23 by Duncan C. McElfresh, McElfresh, Duncan, Sujay Khandagale +7 · 1 citation
    Computer Science · Decision Sciences · #Recommender Systems and Techniques #Machine Learning and Data Classification #Advanced Bandit Algorithms Research
13. VQ-GNN: A Universal Framework to Scale up Graph Neural Networks using Vector Quantization
    2021/10/27 by Mucong Ding, Ding, Mucong, Kezhi Kong +11 · 1 citation
    Computer Science · Neuroscience · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Functional Brain Connectivity Studies #Machine Learning (cs.LG) #Machine Learning (stat.ML)
14. Comparing Human and Machine Bias in Face Recognition
    2021/10/15 by Samuel Dooley, Dooley, Samuel, Ryan Downing +25 · 1 voice
    Computer Science · Neuroscience · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #Face Recognition and Perception #Face and Expression Recognition #Face recognition and analysis #Machine Learning (cs.LG) #cs.AI #cs.CV #cs.CY #cs.LG
15. Reward Scale Robustness for Proximal Policy Optimization via DreamerV3 Tricks
    2023/10/26 by Ryan Sullivan, Sullivan, Ryan, Akarsh Kumar +7 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Reinforcement Learning in Robotics