Leslie Valiant
(7 articles)
Sampling Algorithm
Method used to select a subset of data from a larger set, ensuring that the sample is representative of the original population for the purpose of analysis or computational efficiency.
Generality: 802
Adaptive Problem Solving
The capacity of AI systems to modify their approaches to problem-solving based on new data, feedback, or changing environments, enhancing their efficiency and effectiveness over time.
Generality: 790
Parallelism
Simultaneous execution of multiple processes or tasks to improve performance and efficiency.
Generality: 811
Program Induction
A process in AI where computers generate, or 'induce', programs based on provided data and specific output criteria.
Generality: 785
Data Parallelism
A method of parallel computing where the same operation is performed simultaneously on different pieces of distributed data to accelerate large-scale computations.
Generality: 675
Inductive Bias
Assumptions integrated into a learning algorithm to enable it to generalize from specific instances to broader patterns or concepts.
Generality: 827
Neurosymbolic AI
Integration of neural networks with symbolic AI to create systems that can both understand and manipulate symbols in a manner similar to human cognitive processes.
Generality: 675