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researcher

Matthew Ashman

13 papers hereh-index 7268 citations18 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author8
  • middle author5

Across the 13 of 13 papers where every author was matched, so the position is known.

fields
  • stat.ML7
  • cs.LG6

identity via Semantic Scholar / OpenAlex

activity
20202025
most citedDo Concept Bottleneck Models Learn as Intended?

18 citations · 32 across the 13 of their papers we have counts for

collaborators
Showing 2023Show all

2 papers · 1 filter

stat.ML2023

Amortised Inference in Neural Networks for Small-Scale Probabilistic Meta-Learning

Matthew Ashman, Tommy Rochussen, Adrian Weller

The global inducing point variational approximation for BNNs is based on using a set of inducing inputs to construct a series of conditional distributions that accurately approxima…

cs.LG2023★ 3 cited

Causal Reasoning in the Presence of Latent Confounders via Neural ADMG Learning

Matthew Ashman, Chao Ma, Agrin Hilmkil +2

Latent confounding has been a long-standing obstacle for causal reasoning from observational data. One popular approach is to model the data using acyclic directed mixed graphs (AD…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.