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Postdoctoral Research Associate in Adaptive and Efficient LLM Architectures (ERC project AToM)
Apply by 30/09/26
Career Stage: Postdoc
London
The AToM project (Adaptive Tokenization and Memory in Foundation Models), an ERC Starting Grant led by Edoardo M. Ponti at Imperial College London, is recruiting a Research Associate for 2 years, starting around winter 2026/27 (flexible).
We aim to build models that learn to compress what they perceive and remember, to achieve lifelong memory, extended horizons, and >10x speedups. My lab has prototyped latent tokenization and adaptive-size memory compression, and released retrofitted open-weight models with NVIDIA (Qwen3-8B-DMS-8x) and Ai2 (Bolmo-7B). We aim to build on these foundations to scale them up and explore new research directions:
- Latent tokenization of raw, multimodal data
- Permanent adaptive-size memory and hierarchical sparse attention
- Retrofitting state-of-the-art models, with open recipes, data, and checkpoints
- Applications in inference-time hyper-scaling (for reasoning and agentic workflows) and long-horizon world modelling
What we offer:
- Compute: project-owned B200 GPUs and cloud credits + departmental H200s
- Close collaboration with frontier labs
- Funding for two conferences a year
- Freedom to set an independent research agenda and co-supervise PhD/MSc students.
Some more info:
- Application deadline: 30 September 2026
- Starting date flexible around winter 26/27
- Salary: GBP 50,733 to 59,484 per annum (Research Assistant scale, GBP 45,399 to 48,876, if the PhD is not yet awarded).
Application process:
- Please apply through the listed job posting, attaching a full CV with a publication list and a research statement of a maximum of 2 pages (please focus it on project-related research).
- Candidates are also welcome to fill in the expression-of-interest form: https://t.co/Tn2cosHB06
- Shortlisted candidates will be invited to an interview in October, with a research talk and a technical discussion.
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