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Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Upper Level Ballroom 6CDEF None
New Frontiers of Hyperparameter Optimization: Recent advances and open challenges in theory and practice
Dravyansh Sharma · Colin White · Maria-Florina Balcan
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Don Alberto 2 None
Efficient Transformers: State of the art in pruning, sparse attention, and transformer funneling
Lucas Spangher · Alejandro F F Queiruga · Zachary Gleicher · Ramy Eskander
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Exhibit Hall G,H None
Explain AI Models: Methods and Opportunities in Explainable AI, Data-Centric AI, and Mechanistic Interpretability
Shichang (Ray) Zhang · Himabindu Lakkaraju · Julius Adebayo
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Don Alberto 3 None
From Tuning to Guarantees: Statistically Valid Hyperparameter Selection
Amirmohammad Farzaneh
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Don Alberto 4 None
Geospatial Foundation Models: Overview, Application and Benchmarking
Bianca Zadrozny
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Upper Level Ballroom 6AB None
Energy and Power as First-Class ML Design Metrics
Jae-Won Chung · Ahmet Inci · Ruofan Wu
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Upper Level Room 28A-E None
Foundations of Tensor/Low-Rank Computations for AI
Grigorios Chrysos · Evrim Acar · Antonio Vergari
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Upper Level Room 30A-E None
Model Merging: Theory, Practice and Applications
Marco Ciccone · Malikeh Ehghaghi · Colin Raffel
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Upper Level Ballroom 20AB None
Planning in the Era of Language Models
Michael Katz · Harsha Kokel · Christian Muise
[ Slides] 
Tutorial
Tue Dec 02 09:30 AM -- 12:00 PM (PST) @ Exhibit Hall F None
Human-AI Alignment: Foundations, Methods, Practice, and Challenges
Hua Shen · Mitchell Gordon · Adam Tauman Kalai · Yoshua Bengio
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Don Alberto 2 None
How to Build Agents to Generate Kernels for Faster LLMs (and Other Models!)
sina rafati · Hao Li · Efthimios T Gianitsos · Sharon Zhou
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Upper Level Room 28A-E None
Recent Developments in Geometric Machine Learning: Foundations, Models, and More
Behrooz Tahmasebi · Stefanie Jegelka
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Upper Level Room 30A-E None
Autoregressive Models Beyond Language
Tianhong Li · Huiwen Chang · Kaiming He
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Exhibit Hall F None
Data Privacy, Memorization, & Legal Implications in Generative AI: A Practical Guide
Pratyush Maini · Joseph C. Gratz · A. Feder Cooper
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Don Alberto 1 None
Science of Trustworthy Generative Foundation Models
Yue Huang
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Upper Level Ballroom 6CDEF None
Scale Test-Time Compute on Modern Hardware
Zhuoming Chen · Beidi Chen · Azalia Mirhoseini
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Upper Level Ballroom 6AB None
Theoretical Insights on Training Instability in Deep Learning
Jingfeng Wu · Yu-Xiang Wang · Maryam Fazel
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Exhibit Hall G,H None
The Science of Benchmarking: What’s Measured, What’s Missed, and What’s Next
Ziqiao Ma · Michael Saxon · Xiang Yue
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Upper Level Ballroom 20AB None
Foundations of Imitation Learning: From Language Modeling to Continuous Control
Adam Block · Dylan Foster · Max Simchowitz
[ Slides] 
Tutorial
Tue Dec 02 01:30 PM -- 04:00 PM (PST) @ Don Alberto 4 None
Positional Encoding: Past, Present, and Future
Christopher Curtis · Saiph Savage
[ Slides]