Seminars

Upcoming Seminars

No upcoming events found.

Previous Seminars

Vendi Scoring For Science And Machine Learning
Tue, Dec 3, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Contributions to and/or sponsorship of any event does not constitute departmental or institutional endorsement of the specific program, speakers or views presented.

Speaker
Physics-preserving Machine Learning
Tue, Nov 26, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Abstract: Machine learning spans a wide range of use cases and underlying assumptions. For applications in physics, we often need to cope with relatively limited training data when scaling up to large current model architectures. On the…

Speaker
Language model-guided anticipation and discovery of unknown metabolites
Tue, Nov 12, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Abstract: Despite decades of study, large parts of the human metabolome remain unexplored. Mass spectrometry-based metabolomics routinely detects thousands of unidentified small molecules within human tissues and biofluids, but…

Speaker
Deep language models as a cognitive model for natural language processing in the human brain
Tue, Oct 22, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Abstract: Naturalistic experimental paradigms in cognitive neuroscience arose from a pressure to test, in real-world contexts, the validity of models we derive from highly controlled laboratory experiments. In many cases, however, such…

Speaker
Neurosymbolic AI for Safety-Critical Agile Control
Fri, Oct 11, 2024, 12:30 pm

Abstract: This talk overviews research at Caltech on designing hybrid or neurosymbolic AI systems that blend learning with symbolic structure, in order to achieve both the flexibility of the former and the formal interpretability and generalization power of the latter.  By having systems that are…

Speaker
Data-driven Strategies to Navigate Sequence, Composition, and Architectural Complexity in Polymer Design
Tue, Oct 1, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Abstract: Understanding and designing polymers with target structural and/or functional properties are grand challenges in materials science. The field of polymer physics provides invaluable scaffolding to elucidate general phenomena of…

Speaker
AI Safety, Governance, and Evaluation When Models Can Be Customized
Tue, Sep 24, 2024, 12:00 pm

Lunch is available beginning at 12 PM

Speaker to begin promptly at 12:30 PM

Abstract: New regulatory requirements would have AI model developers assure that models cannot induce harms even when downstream users can modify the model in different ways. This talk will examine these regulatory regimes, the challenges of…

Speaker
Predictability of Human Mobility Across Borders
Tue, May 7, 2024, 12:15 pm

Lunch available beginning at 12:15 PM
Speaker to begin at 12:30 PM

Between 1965 and 2015, over 12 million Mexicans have crossed the border into the United States. We use the largest survey data on this flow from the Mexican Migration Project which covers 160 thousand people observed over 50 years. We explore the predictability of about…

Capitalizing on Generative AI: Guided Diffusion Models Towards Generative Optimization
Tue, Apr 23, 2024, 12:15 pm

Lunch available beginning at 12:15 PM
Speaker to begin at 12:30 PM

Abstract: Diffusion models represent a significant breakthrough in generative AI, operating by progressively transforming random noise distributions into structured outputs, with adaptability for specific tasks through guidance or fine…

Speaker
Machine Learning for Structural Biology
Tue, Apr 16, 2024, 12:15 pm

Lunch available beginning at 12:15 PM
Speaker to begin at 12:30 PM

Abstract: Structural biology has been transformed by breakthroughs in deep learning methods for protein structure prediction. In parallel, advances in cryo-electron microscopy (cryo-EM) have produced new opportunities to study the structure…

Speaker