Capital markets, complex adaptive systems, cascades, reflexivity
3rd AI wave, Neurosymbolic AI, System 1 and 2 DL
Graph theory, graph convolutional networks, knowledge graphs
4
3
Protein folding problem, molecular dynamic simulation, AlphaFold
Stochastic gradient descent, automatic differentiation, saddle points
1
Data infrastructure, prescriptive analytics, reference architectures
Invariance, perception, accidental viewpoints
Infrastructure abstraction, future of serverless
Deep RL, representation learning, neuroscience, rewards
1
Business process automation, workflow automation, DAGs
Causality, invariance, program induction
AI/human alignment, explainability, human decision making