Hi! I'm Charlotte. I'm a sixth year PhD student in Computer Science Theory at Stanford University, advised by Omer Reingold. I am honored to have my research supported by the 2024 Apple Scholars in AIML Fellowship, and I spent the summers of 2024 and 2025 interning at Apple under the mentorship of Parikshit Gopalan, Aravind Gollakota, Udi Wieder, and Moises Goldszmidt. You can contact me at cpeale[at]stanford[dot]edu.

Papers [ google scholar ]

Following the convention in theoretical computer science, authors are listed alphabetically unless marked "contribution order".

Mistake-Bounded Language Generation [ arxiv ]
Jon Kleinberg, Charlotte Peale, Omer Reingold, preprint

Flexible Routing via Uncertainty Decomposition [ arxiv ]
Charlotte Peale, Siddartha Devic, Parikshit Gopalan, Udi Wieder, Aravind Gollakota, NeurIPS 2026 (contribution order)

Trace Length is a Simple Uncertainty Signal in Reasoning Models [ arxiv ]
Siddartha Devic, Charlotte Peale, Arwen Bradley, Sinead Williamson, Preetum Nakkiran, Aravind Gollakota, ICML 2026 AgenticUQ Workshop (contribution order)

Representative Language Generation [ arxiv ]
Charlotte Peale, Vinod Raman, Omer Reingold, ICML 2025

When Does a Predictor Know its Own Loss? [ arxiv ]
Aravind Gollakota, Parikshit Gopalan, Aayush Karan, Charlotte Peale, Udi Wieder, FORC 2025

Provable Uncertainty Decomposition via Higher-Order Calibration [ arxiv ]
Gustaf Ahdritz, Aravind Gollakota, Parikshit Gopalan, Charlotte Peale, Udi Wieder, ICLR 2025 ⭐ Spotlight (top 5% of papers)

Multigroup Robustness [ arxiv ]
Lunjia Hu, Charlotte Peale, Judy Hanwen Shen, ICML 2024

Taking a Moment for Distributional Robustness [ arxiv ]
Jabari Hastings, Christopher Jung, Charlotte Peale, Vasilis Syrgkanis

Bidding Strategies for Proportional Representation in Advertisement Campaigns [ arxiv ]
Inbal Livni Navon, Charlotte Peale, Omer Reingold, Judy Hanwen Shen, FORC 2023

Comparative Learning: A Sample Complexity Theory for Two Hypothesis Classes [ arxiv ][ video ]
Lunjia Hu, Charlotte PealeITCS 2023 ⭐ Best Student Paper Award

Leximax Approximations and Representative Cohort Selection [ arxiv ]
Monika Henzinger, Charlotte Peale, Omer Reingold, Judy Hanwen Shen, FORC 2022

Metric Entropy Duality and the Sample Complexity of Outcome Indistinguishability [ arxiv ]
Lunjia Hu, Charlotte Peale, Omer Reingold, ALT 2022 ⭐ E.M. Gold Best Student Paper Award

Secure Complaint-Enabled Source-Tracking for Encrypted Messaging [ paper ]
Charlotte Peale, Saba Eskandarian, Dan Boneh, CCS 2021 ⭐ CURIS Outstanding Poster Award (contribution order)

Bounded-Leakage Differential Privacy [ paper ]
Katrina Ligett, Charlotte Peale, Omer Reingold, FORC 2020