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G-Research March 2025 Grant Winners

22 April 2025
  • News

Each month, we provide up to £2,000 in grant money to early career researchers in quantitative disciplines.

Our aim is to support and assist PhD students and postdocs conducting research, particularly with costs that may be difficult to get funding for elsewhere, for example, travel for those who are caring for children, or expenses for volunteer work related to research.

Read on to hear from our latest winners, their research and how our grants will aid their work.

March grant winners

Anish Dhir (Imperial College London)

“The process of scientific discovery is often slow and expensive, particularly in complex systems. My research aims to automate this cycle by leveraging causality to encode theories, Bayesian inference to represent uncertainty and active learning to select the most informative experiments.

“Within this, I am interested in approaches to causal discovery and causal representation, as well as developing accurate approximations of Bayesian posteriors. I am also interested in the safety implications of such an approach.

“This grant from G-Research supports my participation in ICLR and AABI, where I will present my paper, A Meta-Learning Approach to Bayesian Causal Discovery. In this work, we propose a transformer-based meta-learning model that directly targets the posterior over causal structures.”

Gregor Bachmann (ETH Zurich)

“I am a doctoral researcher in deep learning at the Institute for Machine Learning at ETH Zurich.

“The goal of my research is to obtain a deeper understanding of the inner workings of neural networks and how choices in training pipelines, such as the underlying architecture or the objective, can influence their performance.

“The G-Research grant will allow me to attend the International Conference on Learning Representations (ICLR), where I will present my work on speeding up inference of large language models. This will enable me to showcase my paper to a very broad audience.

Diego Calanzone (Mila Quebec AI Institute)

“I am a researcher in deep learning with a focus on reasoning, representation learning and computational biology.

“I pursue fundamental questions in intelligence systems, such as learning efficiency, memory and agency. Moreover, I am studying how techniques from deep learning can be applied in biology to accelerate drug discovery.

“This grant from G-Research supports my work on probabilistic reasoning in language models, where the challenge is to make e.g. intelligent assistants factual and reliable in their contributions.”

Bruno Mlodozeniec (University of Cambridge)

“I’m a machine learning researcher working on understanding deep learning methods, how they succeed and fail at achieving generalisation and practical tools for understanding their properties.

“Recently, I have been working on interpretability methods which allows one to explain which training examples are most responsible for a model’s behaviour and extending them to explaining samples generated by diffusion models.

“With the help of the G-Research grant, I was able to present this work to the deep learning community in my talk at the International Conference on Learning Representations (ICLR 2025).”

Congratulations to all of our grant winners.

Learn more about our monthly grant terms and conditions.

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Hear from one of our previous winners

Neuros as one of the biggest and most renowned conferences is of course a great place, uh, to meet researchers, to, uh, network with companies and also to attend the talks and get to know the newest strengths, basically in ml. But for me personally, one main motivation is also paper, which I submitted and where I will be having an oral at, uh, a score based workshop on Friday. And I'm very excited about this research. So I am very excited about the, the workshops because you have like the basically sub communities focusing on specific topics and, uh, you get to know a lot of, uh, interesting researchers. You start collaborations. But I'm also very interested on attending the poster sessions because you get to speak to, uh, people directly to the authors of papers. Basically directly. I would've not been able to attend NIPS without the grant from G Research. So I'm very grateful to g Research for making this happen. And this helps me to present my research here, talk to people, and hopefully start new collaborations, um, which evolve from my previous research. Well, I've spoken to a couple of people from GE research at previous conferences, and I've also been, um, contacted by the recruitment team. Um, I'm already start, I already started the interviewing process. It's a very exciting journey. Um, and I think that they are problem, which they tackle, like predicting the future of the world and the financial markets is very interesting and I think or appreciate their approach of using recent technology in ML to tackle this problem.
Open video transcript

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