Predicting Long Term Sequential Policy Value Using Softer Surrogates

Authors: Nam, Hyunji, Nie, Allen, Gao, Ge, Syrgkanis, Vasilis, Brunskill, Emma

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.20638

Predicting Long-Term Student Outcomes from Short-Term EdTech Log Data

Authors: Gao, Ge, Leon, Amelia, Jetten, Andrea, Turner, Jasmine, Almoubayyed, Husni, Fancsali, Stephen, Brunskill, Emma

Subject Terms: Computer Science - Computers and Society, Computer Science - Human-Computer Interaction, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2412.15473

Psychometric Alignment: Capturing Human Knowledge Distributions via Language Models

Authors: He-Yueya, Joy, Ma, Wanjing Anya, Gandhi, Kanishk, Domingue, Benjamin W., Brunskill, Emma, Goodman, Noah D.

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2407.15645

Short-Long Policy Evaluation with Novel Actions

Authors: Nam, Hyunji Alex, Chandak, Yash, Brunskill, Emma

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2407.03674

Roleplay-doh: Enabling Domain-Experts to Create LLM-simulated Patients via Eliciting and Adhering to Principles

Authors: Louie, Ryan, Nandi, Ananjan, Fang, William, Chang, Cheng, Brunskill, Emma, Yang, Diyi

Subject Terms: Computer Science - Computation and Language, Computer Science - Human-Computer Interaction

Access URL: http://arxiv.org/abs/2407.00870

GPTCoach: Towards LLM-Based Physical Activity Coaching

Authors: Jörke, Matthew, Sapkota, Shardul, Warkenthien, Lyndsea, Vainio, Niklas, Schmiedmayer, Paul, Brunskill, Emma, Landay, James A.

Subject Terms: Computer Science - Human-Computer Interaction

Access URL: http://arxiv.org/abs/2405.06061

Data-driven Error Estimation: Upper Bounding Multiple Errors without Class Complexity as Input

Authors: Krishnamurthy, Sanath Kumar, Lyubarskaja, Anna, Brunskill, Emma, Athey, Susan

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2405.04636

The GPT Surprise: Offering Large Language Model Chat in a Massive Coding Class Reduced Engagement but Increased Adopters Exam Performances

Authors: Nie, Allen, Chandak, Yash, Suzara, Miroslav, Ali, Malika, Woodrow, Juliette, Peng, Matt, Sahami, Mehran, Brunskill, Emma, Piech, Chris

Subject Terms: Computer Science - Computers and Society, Computer Science - Artificial Intelligence, Computer Science - Computation and Language, Statistics - Applications

Access URL: http://arxiv.org/abs/2407.09975

Evaluating and Optimizing Educational Content with Large Language Model Judgments

Authors: He-Yueya, Joy, Goodman, Noah D., Brunskill, Emma

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2403.02795

Minimax-Regret Sample Selection in Randomized Experiments

Authors: Hu, Yuchen, Zhu, Henry, Brunskill, Emma, Wager, Stefan

Subject Terms: Statistics - Methodology, Economics - Econometrics

Access URL: http://arxiv.org/abs/2403.01386

Experiment Planning with Function Approximation

Authors: Pacchiano, Aldo, Lee, Jonathan N., Brunskill, Emma

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2401.05193

Improving Student Learning with Hybrid Human-AI Tutoring: A Three-Study Quasi-Experimental Investigation

Authors: Thomas, Danielle R., Lin, Jionghao, Gatz, Erin, Gurung, Ashish, Gupta, Shivang, Norberg, Kole, Fancsali, Stephen E., Aleven, Vincent, Branstetter, Lee, Brunskill, Emma, Koedinger, Kenneth R.

Subject Terms: Computer Science - Human-Computer Interaction

Access URL: http://arxiv.org/abs/2312.11274

Adaptive Instrument Design for Indirect Experiments

Authors: Chandak, Yash, Shankar, Shiv, Syrgkanis, Vasilis, Brunskill, Emma

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2312.02438

Adaptive Interventions with User-Defined Goals for Health Behavior Change

Authors: Mandyam, Aishwarya, Jörke, Matthew, Denton, William, Engelhardt, Barbara E., Brunskill, Emma

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2311.09483

MedAlign: A Clinician-Generated Dataset for Instruction Following with Electronic Medical Records

Authors: Fleming, Scott L., Lozano, Alejandro, Haberkorn, William J., Jindal, Jenelle A., Reis, Eduardo P., Thapa, Rahul, Blankemeier, Louis, Genkins, Julian Z., Steinberg, Ethan, Nayak, Ashwin, Patel, Birju S., Chiang, Chia-Chun, Callahan, Alison, Huo, Zepeng, Gatidis, Sergios, Adams, Scott J., Fayanju, Oluseyi, Shah, Shreya J., Savage, Thomas, Goh, Ethan, Chaudhari, Akshay S., Aghaeepour, Nima, Sharp, Christopher, Pfeffer, Michael A., Liang, Percy, Chen, Jonathan H., Morse, Keith E., Brunskill, Emma P., Fries, Jason A., Shah, Nigam H.

Subject Terms: Computer Science - Computation and Language, Computer Science - Artificial Intelligence, Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2308.14089

Proportional Response: Contextual Bandits for Simple and Cumulative Regret Minimization

Authors: Krishnamurthy, Sanath Kumar, Zhan, Ruohan, Athey, Susan, Brunskill, Emma

Subject Terms: Computer Science - Machine Learning, Statistics - Machine Learning

Access URL: http://arxiv.org/abs/2307.02108

Supervised Pretraining Can Learn In-Context Reinforcement Learning

Authors: Lee, Jonathan N., Xie, Annie, Pacchiano, Aldo, Chandak, Yash, Finn, Chelsea, Nachum, Ofir, Brunskill, Emma

Subject Terms: Computer Science - Machine Learning, Computer Science - Artificial Intelligence

Access URL: http://arxiv.org/abs/2306.14892

Waypoint Transformer: Reinforcement Learning via Supervised Learning with Intermediate Targets

Authors: Badrinath, Anirudhan, Flet-Berliac, Yannis, Nie, Allen, Brunskill, Emma

Subject Terms: Computer Science - Machine Learning

Access URL: http://arxiv.org/abs/2306.14069

Automated Reminders Reduce Incarceration for Missed Court Dates: Evidence from a Text Message Experiment

Authors: Chohlas-Wood, Alex, Coots, Madison, Nudell, Joe, Nyarko, Julian, Brunskill, Emma, Rogers, Todd, Goel, Sharad

Subject Terms: Statistics - Applications

Access URL: http://arxiv.org/abs/2306.12389

Reinforcement Learning Tutor Better Supported Lower Performers in a Math Task

Authors: Ruan, Sherry, Nie, Allen, Steenbergen, William, He, Jiayu, Zhang, JQ, Guo, Meng, Liu, Yao, Nguyen, Kyle Dang, Wang, Catherine Y, Ying, Rui, Landay, James A, Brunskill, Emma

Subject Terms: Computer Science - Artificial Intelligence, Computer Science - Computation and Language

Access URL: http://arxiv.org/abs/2304.04933