https://johannes-falk.de/research/ https://johannes-falk.de/research/index.xml Hugo -- gohugo.io en mail@johannes-falk.de (Dr. Johannes Falk) mail@johannes-falk.de (Dr. Johannes Falk) Tue, 30 Jun 2026 11:13:25 +0200 Mon, 01 Jan 0001 00:00:00 +0000 My core field: how local rules and interactions on a network give rise to collective behavior — consensus, dissent, avalanches, and the structure that steers them. Mon, 01 Jan 0001 00:00:00 +0000 What does it mean for a system — or a model — to take a perspective and observe itself? Foundational work on polycontextural logic in physics, and a frontier project on self-reflexive systems. Mon, 01 Jan 0001 00:00:00 +0000 How randomness shapes dynamical systems — noise that creates and destroys stable states and bifurcations, and the theory used to describe it. Mon, 01 Jan 0001 00:00:00 +0000 Applied ML on real, messy data — where a leaderboard and a hard deadline test an idea fast. Competition wins and collaborative modeling, kept interpretable wherever possible.