Henry Gouk
Lecturer in Machine Learning
Researches AI engineering: methods for economically building reliable machine learning systems, including transfer learning and generalisation guarantees.
Henry Gouk's lab at Edinburgh works on trustworthy & safe ML. 4 papers since 2023, 4 at top venues, mostly CVPR and ICML. 8 PhD students.
At a glance
- papers, 2023–2026
- 1/ year
- at T1 venues
- 100%
- PhD students
- 8
- MS students
- 0
- alumni listed
- —
Papers by yearfrom the lab homepage, 2023–2026
- 3 papers2026 · T1 3 · collecting
- 1 papers2025 · T1 1
- 0 papers2024 · T1 0
- 0 papers2023 · T1 0
T1 venuesOtherVenues: CVPR, ICML, NeurIPS, UAI
Research focuspaper titles that use each topic's words
- generalisation1 paper
- transfer learning1 paper
- transfer1 paper
- Trustworthy & safe ML0 papers
- reliable machine0 papers
Paper list
From the lab homepage.
20263 papers
- UAI (T1)Model merging is secretly certifiable: Non-vacuous generalisation bounds for low-shot learning
- CVPR (T1)Test-Time Alignment of Text-to-Image Diffusion Models via Null-Text Embedding Optimisation
- ICML (T1)Weight-space learning for certifiable few-shot transfer learning
20251 paper
- NeurIPS (T1)Is Limited Participant Diversity Impeding EEG-based Machine Learning?
Where alumni went
Alumni are not listed on the lab homepage.
Apply to EdinburghFall 2027
Not announced yet
Informatics PhD
- Round
- Rolling (funding consideration)
- Opens
- —
- GRE
- See program page
- English
- See program page
- Fee
- none
Not yet confirmed for this intake.
Similar labsnearest by research summary
- CHETH Zurich
Josef Teichmann
- Learning theory & optimization
- CNZhejiang
Zhan Qin
- Trustworthy & safe ML
- USUW
Jerry Li
- Learning theory & optimization
- CAToronto
Eldan Cohen
- Learning theory & optimization
- USStanford
Ellen Vitercik
- Learning theory & optimization
- GBUCL
Massimiliano Pontil
- Learning theory & optimization
Your notes
Save this lab to keep notes.
Data
Some numbers could not be verified:
- The alumni list could not be found on the lab site.
- Collected
- Verified
- Papers
- The lab homepage
- Members
- Lab homepage
- Alumni
- Not collected
Tiers are venue classifications, not lab rankings.