Overcoming the Expressivity-Efficiency Tradeoff in Program Induction
People are incredibly flexible and efficient inductive reasoners. On the other hand, current approaches in program synthesis show strong domain-specific performance, but are both less sample-efficient and less flexible. Large language models improve upon this sample-efficiency and domain-generality,...
Main Author: | Acquaviva, Samuel |
---|---|
Other Authors: | Pu, Yewen |
Format: | Thesis |
Published: |
Massachusetts Institute of Technology
2024
|
Online Access: | https://hdl.handle.net/1721.1/156932 |
Similar Items
-
Programmed Allee effect in bacteria causes a tradeoff between population spread and survival
by: Smith, Robert, et al.
Published: (2014) -
Optimal Engagement-Diversity Tradeoffs in Social Media
by: Baumann, Fabian, et al.
Published: (2024) -
Near Optimal Alphabet-Soundness Tradeoff PCPs
by: Minzer, Dor, et al.
Published: (2024) -
Tradeoffs Between Aboveground and Soil Carbon Accumulation Following Forestation
by: Schug, Jennifer Lin
Published: (2024) -
An Optimal Tradeoff between Entanglement and Copy Complexity for State Tomography
by: Chen, Sitan, et al.
Published: (2024)