UIUC Machine Learning Seminar (CS 591 MLR)

Welcome to the Machine Learning Seminar at the University of Illinois Urbana-Champaign!

  • The seminar is part of CS 591 MLR, whose faculty instructors are Arindam Banerjee and Han Zhao. To obtain a passing grade, students are required to participate in at least 75% of the talk. We will specify other logistics through mass mails.
  • For general audience, we have a mailing list that you can subscribe to.

Please find below the information of this semester (Fall 2025).

Physical Location: SC 1304

Time: Friday 2:00-3:15 PM CT

Student Organizers: Cindy Zeng, Rohan Deb, and Yuzheng Hu

Dates
Location
Speaker
Affiliation
Title
09/12/2025 SC 1304Yifei HeUIUCThe Synthesis of Skills: Methods and Evaluation for Merging LLMs [slides]
09/26/2025SC 1304Wei XiongUIUCDeconstructing GRPO: the Implicit Power of Data Filtering [slides]
10/03/2025RemoteMateo Dulce RubioNYUConformal Mixed-Integer Constraint Learning: Probabilistic Feasibility Guarantees for Data-Driven Optimization [slides]
10/10/2025RemoteWeiqiu YouUPennExplaining and Verifying: Towards Trustworthy Machine Learning [slides]
10/17/2025RemoteJiacheng LinUIUCLLMs, RL, and the Rise of Self-Evolving Agents in Real-World Healthcare [slides]
10/24/2025SC 1304Tianyu LiuYalePioneering Biological Discoveries with a Human-Aware Artificial Intelligence System [slides]
10/31/2025RemoteHaoxiang WangLuma AIBeyond Diffusion: The Rise of LLM-Native Image Generation
11/07/2025SC 1304Dylan ZhangUIUCSupervision Shall Fit the Model During Supervised Fine-tuning [slides]
11/14/2025SC 1304Ren WangIllinois TechPopulation-Based Methods for Adversarially Resilient Deep Models [slides]
11/21/2025RemoteSiddharth JoshiUCLA
12/05/2025Calvin XuUIUC

Sites of previous semesters:

In loving memory of Nathanael Assefa, whose bright spirit was taken from us far too soon. We will forever miss him, both as a brilliant leader and a dear friend.

UIUC Machine Learning Seminar
Email: nassefa2@illinois.edu