Research notes — Julius Störk

Research notes — Julius Störk https://j-stoerk.github.io/blog.html Interactive notes on continual learning and electrode manufacturing. en Reading CausalPFN: causal effects as in-context prediction https://j-stoerk.github.io/post-causalpfn.html https://j-stoerk.github.io/post-causalpfn.html Sun, 12 Jul 2026 08:00:00 +0200 Notes on Balazadeh et al., CausalPFN: one transformer, trained on simulated identifiable DGPs, that estimates treatment effects in-context. The geometry of forgetting in continual learning https://j-stoerk.github.io/post-geometry-of-forgetting.html https://j-stoerk.github.io/post-geometry-of-forgetting.html Sun, 05 Jul 2026 08:00:00 +0200 Forgetting as interference energy under a task's feature covariance, and the IGFA controller. Solving the electrode calendering U-shape puzzle https://j-stoerk.github.io/post-calendering-u-shape.html https://j-stoerk.github.io/post-calendering-u-shape.html Sun, 28 Jun 2026 08:00:00 +0200 Why through-plane conductivity dips before it rises, and the closure that captures it.