Research output per year
Research output per year
Personal profile
Qualifications
2014, PhD, Purdue University, Electrical and Computer Engineering
Biography
Siddharth N. (Sid) is a Reader in Explainable AI in the School of Informatics at the University of Edinburgh. Prior to this, he was a Senior Researcher in Engineering at the University of Oxford and a Postdoctoral Scholar in Psychology at Stanford. He obtained his PhD from Purdue University in Electrical and Computer Engineering. His research broadly involves the confluence of machine learning, computer vision, natural-language processing, cognitive science, robotics, and elements of cognitive neuroscience, leading towards a central research goal to better understand perception and cognition with a view to enabling human-intelligible machine intelligence.
Explainable AI; Interpretable ML; Probabilistic Programming; Approximate Inference; Human-Machine Interaction; Neural-Symbolic Systems; Computer Vision; NLP
External positions
Safe and Ethical AI Research Fellow, Alan Turing Institute
22 Nov 2019 → …
Fingerprint
Dive into the research topics where Siddharth N is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
- 6 Similar Profiles
Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
-
Implicit data synthesis for contrastive unsupervised data augmentation
Kage, P., Hedges, T., Siddharth, N. & Andreadis, P., 5 Jun 2026, ArXiv, p. 1-11, 11 p.Research output: Working paper › Preprint
File -
Bernoulli priors as efficient denoising guides for diffusion models
Proszewska, M., Malkin, N. & Siddharth, N., 1 Jun 2025, p. 1-10. 10 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile -
Banyan: Improved representation learning with explicit structure
Opper, M. & Siddharth, N., 1 May 2025, Proceedings of the 42nd International Conference on Machine Learning. PMLR, p. 47287-47301 17 p. (Proceedings of Machine Learning Research; vol. 267).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile -
Are LLMs good pragmatic speakers?
Jian, M. & Siddharth, N., 10 Oct 2024, p. 1-15. 15 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile -
Multi-label classification for implicit discourse relation recognition
Long, W., Siddharth, N. & Webber, B., 16 Aug 2024, Findings of the Association for Computational Linguistics: ACL 2024. Ku, L.-W., Martins, A. & Srikumar, V. (eds.). Kerrville, TX, USA: Association for Computational Linguistics (ACL), p. 8437-8451 15 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
Open AccessFile
-
AI Hub in Generative Models
Williams, C. (Principal Investigator), Gutmann, M. (Co-investigator), Lapata, M. (Co-investigator), Minervini, P. (Co-investigator) & N, S. (Co-investigator)
Engineering and Physical Sciences Research Council
1/02/24 → 31/01/29
Project: Research
-
Learning Structured Decompositions of Data for Interpretability
N, S. (Principal Investigator)
Non-EU industry, commerce and public corporations
1/01/22 → 30/06/25
Project: Research
-
Learning Structured Decompositions of Data for Interpretability
N, S. (Principal Investigator)
1/01/22 → 30/04/26
Project: Research
-
Enabling advanced autonomy through human-AI collaboration
Rovatsos, M. (Principal Investigator), Bilen, H. (Co-investigator), Fisher, B. (Co-investigator), Keller, F. (Co-investigator), Lascarides, A. (Co-investigator), Mac Aodha, O. (Co-investigator), Mollica, F. (Co-investigator), N, S. (Co-investigator), Ramamoorthy, R. (Co-investigator) & Sevilla-Lara, L. (Co-investigator)
1/10/21 → 30/06/22
Project: Research
-
Enabling advanced autonomy through human-AI collaboration
Fisher, B. (Principal Investigator), Bilen, H. (Co-investigator), Keller, F. (Co-investigator), Lascarides, A. (Co-investigator), Mac Aodha, O. (Co-investigator), Mollica, F. (Co-investigator), N, S. (Co-investigator), Ramamoorthy, R. (Co-investigator), Rovatsos, M. (Co-investigator) & Sevilla-Lara, L. (Co-investigator)
1/10/21 → 30/06/22
Project: Research