3 citations · 4 across the 3 of their papers we have counts for
3 papers
cs.AI2024★ 3 cited
Ten Hard Problems in Artificial Intelligence We Must Get Right
Gavin Leech, Simson Garfinkel, Misha Yagudin +2
We explore the AI2050 "hard problems" that block the promise of AI and cause AI risks: (1) developing general capabilities of the systems; (2) assuring the performance of AI system…
cs.LG2023
Massively Parallel Reweighted Wake-Sleep
Thomas Heap, Gavin Leech, Laurence Aitchison
Reweighted wake-sleep (RWS) is a machine learning method for performing Bayesian inference in a very general class of models. RWS draws samples from an underlying approximate p…
stat.ML2023★ 1 cited
Decision trees compensate for model misspecification
Hugh Panton, Gavin Leech, Laurence Aitchison
The best-performing models in ML are not interpretable. If we can explain why they outperform, we may be able to replicate these mechanisms and obtain both interpretability and per…