Eric Eaton

Research associate professor at the University of Pennsylvania. Specializing in lifelong machine learning for robotics and medicine. @LifelongML_Penn @GRASPlab

[Marcel Hussing @marcel_hussing]

In emergencies, minutes can decide who lives and who dies. Our team is participating in the Triage Challenge, building AI using @AIatMeta technology to empower clinicians and prioritize care when resources are thin. (1/5)

https://t.co/2VxY9bTsjf
https://t.co/nycCqNYCPE

[CoLLAs 2026 @CoLLAs_Conf]

📢 Exciting News! The Fourth Conference on Lifelong Learning Agents (CoLLAs 2025) will be held at the University of Pennsylvania (@Penn) in Philadelphia, USA 🇺🇸

🗓️ Important Dates:

Abstract Deadline: Feb 21, 2025
Submission Deadline: Feb 26, 2025
Conference Dates: Aug 11 - Aug 14, 2025

We invite submissions that present new theories, methodologies, applications, or insights into algorithms and benchmarks designed for non-i.i.d. and non-stationary settings. Accepted papers will be published in the Proceedings of Machine Learning Research (PMLR). 📚

Full CFP: https://t.co/S8MwjLbOAr

#CoLLAs2025 #AI #MachineLearning #ContinualLearning #LifelongLearning #ResearchConference #CallForPapers #NonStationaryLearning

[Eric Eaton @EricREaton]

Super proud of my students for their live demo showing real-time lifelong learning on our service robot during the @GRASPlab tours during #icra2022 Fantastic job!

[Eric Eaton @EricREaton]

Huge congratulations to @JorgeAMendez_ , who successfully defended his dissertation "Lifelong Machine Learning of Functionally Compositional Structures" today at @Penn. Absolutely groundbreaking work. Go Jorge!!! #continuallearning #MachineLearning @CIS_Penn

[CoLLAs 2026 @CoLLAs_Conf]

We hope you are doing well during these tough times. The deadline for CoLLAs has been extended as follows:
Abstract Deadline: March 7th (AOE)
Paper Deadline: March 10th (AOE)
We look forward to seeing your submission on lifelong learning! https://t.co/sc7lRw9QBa

[Eric Eaton @EricREaton]

Just under two weeks to submit your papers!

[CoLLAs 2026 @CoLLAs_Conf]

We are thrilled to announce a new focused #MachineLearning conference: International Conference on Lifelong Learning Agents (CoLLA) https://t.co/ueLgjFzrTR 1/

[Eric Eaton @EricREaton]

Looking forward to @JorgeAMendez_'s talk at Penn later this afternoon on how compositional representations improve lifelong machine learning. My third PhD student is on the job market! https://t.co/v9Rk7T7QtO