Interpretability

…robustness, data efficiency and interpretability. The renewable 12-month appointment has a planned start on 1 December 2026 and gross monthly pay of EUR 2,788. Telework may be possible after six months.

…It also considers interpretability, robustness and responsible deployment. The programme combines keynotes, research presentations and a discussion of the gap between architectural ideas and real-world systems. Workshop W05 runs from 08:30 to 12:00 local time. Paper submissions closed on 20 August and camera-rea

…engineering still faces problems of interpretability, uncertainty and connections between molecular and system-level behaviour. Applied mathematicians, learning researchers and synthetic biologists will explore statistical methods for complex biological data, models that expose mechanisms, stochastic descriptions of noisy systems, multiscale modelling from molecules to populations and robust optimization for design under uncertainty. The workshop aims to develop mathematical foundations for more depend

…from 2 to 13 August 2027, focuses on interpretability in reasoning and mathematical cognition: how children or artificial systems use and acquire mathematical concepts, how mathematical intuition and expertise develop and interact, and how studying the heuristics and abstrac

…post-training, evaluation, and interpretability.

…models, learning across data types, interpretability, generative modelling and translating algorithms into biological insight. The official event page retains the programme and speaker information. This event has ended; registration and abstract submission are closed.

Large-scale recordings of neural activity are providing new opportunities to study network-level dynamics with unprecedented detail. However, the sheer volume of data and its dynamical complexity are major barriers to uncovering and interpreting these dynamics. I will present latent factor analysis via dynamical systems, a sequential autoencoding approach that enables inference of dynamics from neuronal population spiking activity on single trials and millisecond timescales. I will also discuss recent adaptations of the method to uncover dynamics from neural activity recorded via 2P Calcium im