The Mathematics of Causal Inference and the Logic of Science
Distinguishes passive statistical conditioning P(Y|X) from structural interventions P(Y|do(X)) and counterfactual reasoning across Judea Pearl's three-rung Ladder of Causation.
Simons Institute (UC Berkeley)
Faculty & visiting speakers
Talks & colloquia from Simons Institute (UC Berkeley)
2Self-contained seminars, public lectures, and invited talks.
What Can the Theory of Cryptography Tell Us About AI Verification?
Applies interactive proof systems, cryptographic watermarking, and worst-case adversarial guarantees to verifiable machine learning.
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Probability, Primes & Computational Hardness
Discrete proof invariants, stochastic conditioning, pseudorandomness, and P vs. NP
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6 curated lecturesOpen path →