Sep 2026· Zenodo (CERN European Organization for Nuclear Research)
Space Science and Extraterrestrial Life
Abstract
The Dark Forest hypothesis treats cosmic silence as the strategic consequence of uncertainty, catastrophic vulnerability and incentives for pre-emptive attack. Its central conclusion is usually stated intuitively rather than derived from an explicit incomplete-information game. This paper develops the Bayesian Dark Forest Game, a signalling game between a detected civilisation of privately known type and a receiver choosing whether to wait or strike. The model derives an exact posterior threshold and likelihood-ratio test for rational pre-emption. It proves that uncertainty alone is insufficient: a Dark Forest regime additionally requires catastrophic stakes, a hostile hazard, an effective offensive option, weak gains from peaceful contact and the absence of a credible signal that hostile types cannot imitate. A sender-side exposure condition separates rational concealment from receiver aggression. Pooling and separating Perfect Bayesian Equilibria show when universal concealment is sustainable and when costly authentication permits cautious contact. Extensions incorporate ambiguity aversion and light-speed delay through an endogenous hostile hazard. Numerical regimes demonstrate that defence dominance, conditional pre-emption and near-universal suspicion arise from distinct parameter combinations. The Dark Forest is therefore a contingent equilibrium region, not a theorem of cosmic sociology.
This publication proposes a definition and a classification of agile software development approaches and analyses ten software development methods that can be characterized as being "agile" against the defined criterion.
P. Abrahamsson, O. Salo, Jussi Ronkainen et al.· arXiv.org· 727 citations· ⚡54
The study shows that agile practices improve both informal and formal communication, but indicates that, in larger development situations involving multiple external stakeholders, a mismatch of adequate communication mechanisms can sometimes even hinder the communication.
M. Pikkarainen, Jukka Haikara, O. Salo et al.· Empirical Software Engineeri...· 401 citations· ⚡48
The results indicate that software engineering work practices are chosen opportunistically, adapted and configured to provide value under the constrains imposed by the startup context.
Nicolò Paternoster, Carmine Giardino, M. Unterkalmsteiner et al.· Information and Software Tec...· 394 citations· ⚡54
It is proved that any global minimizer of the trajectory balance objective can define a policy that samples exactly from the target distribution, and empirically demonstrate the benefits of the trajectories balance objective for GFlowNet convergence, diversity of generated samples, and robustness to long action sequenc...
Esmeralda S. Whitammer, Moksh Jain, Emmanuel Bengio et al.· Neural Information Processin...· 302 citations· ⚡60