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ePC: Fast and Deep Predictive Coding in Digital Simulation

arXiv:2505.20137v5 Announce Type: replace Abstract: Predictive Coding (PC) offers a brain-inspired alternative to backpropagation for neural network training, described as a physical system minimizing its internal energy. However, in practice, PC is predominantly digitally simulated, requiring excessive amounts of compute while struggling to scale to deeper architectures. This paper reformulates PC to overcome this hardware-algorithm mismatch.

arXiv CS 1d ago

Population Resilience Under Environmental Deterioration in Socially Monogamous Systems with Mutual Mate Choice

Rapid environmental change and biodiversity loss make it increasingly important to identify factors influencing population extinction risk. Previous studies examining how mating systems can affect persistence of populations under environmental stress generally report higher extinction risks in monogamous than polygynous systems but have largely ignored extra-pair copulations (EPC) and paternity (EPP), despite the prevalence of genetic polyandry in socially monogamous species. Here, using an...

bioRxiv 7d ago

Newsletter: The moving pieces of the EU’s enlargement

Also in this newsletter: The EU's trade chief to meet his Chinese counterpart in Paris amid escalating trade tensions; and Europe Today speaks exclusively to Lebanese culture minister Ghassan Salamé after Israel and Lebanon agreed a conditional ceasefire overnight. Good morning from Brussels. We start with a major development in Ukraine’s bid to join the European Union.

Euronews 6d ago