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Generalization Courses

Two Stories in Mechanistic Interpretation of Natural and Artificial Neural Computation
Institute for Pure & Applied Mathematics (IPAM) via YouTube
Neural Networks Meet Nonparametric Regression: Generalization by Weight Decay and Large Learning Rates
Simons Institute via YouTube
Generalization in Robotic Behavior Cloning: Pitfalls and Promises
Simons Institute via YouTube
Know When You Know: Handling Adversarial Data by Abstaining
Simons Institute via YouTube
Does Generalization Imply Accuracy on the Line? A New Look at Robust Generalization
Simons Institute via YouTube
Language Model Alignment: Theory and Algorithms
Simons Institute via YouTube
The Pitfalls of Next-token Prediction in Language Models
Simons Institute via YouTube
When Calibration Goes Awry: Hallucination in Language Models
Simons Institute via YouTube
LLM Metacognition: Understanding and Leveraging "Thinking about Thinking"
Simons Institute via YouTube
Generalization from the Behavioral Perspective
Simons Institute via YouTube
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