Sakana AI’s Error Diffusion Trains Dale-Compliant Dual-Stream Networks, Reaching 96.7% MNIST and 61.7% CIFAR-10 Without Backpropagation

Backpropagation dominates deep learning, yet it uses a mechanism the brain likely cannot. Specifically, the backward pass needs exact transposes of forward weight matrices. This is the weight transport problem. Sakana AI’s new paper, Diffusing Blame, confronts this constraint directly. The research team trains networks that obey Dale’s principle while avoiding weight transport entirely. What…

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PMD issues Glof alert for GB, KP amid soaring temperatures – Pakistan

The Pakistan Meteorological Department (PMD) has issued an alert for glacial lake outburst floods (Glofs) for Gilgit-Baltistan and Khyber Pakhtunkhwa, predicting that soaring temperatures across the two regions are likely to persist until the first week of July. “This significant warming will substantially accelerate snow and ice melt in the glaciated valleys of these regions,”…

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JetBrains Open-Sources KotlinLLM: Smart Macros That Generate Kotlin Source Code at Runtime and Hot-Reload It Through JDI

JetBrains Research Open-Sources KotlinLLM. KotlinLLM is an IntelliJ IDEA plugin for Kotlin/JVM projects that adds a language feature called Smart macros. A Smart macro is a regular Kotlin function call whose body is generated Kotlin code. The public API is deliberately small. asLlm(from, hint) converts an input of type F into a typed value T,…

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The way to Construct Plasmid Engineering Workbench with Round Mapping, Restriction Evaluation, Digital Gels, and Primer Design

The way to Construct Plasmid Engineering Workbench with Round Mapping, Restriction Evaluation, Digital Gels, and Primer Design

def _ang(bp, L): return math.pi/2 – 2*math.pi*(bp/L) def _pt(bp, r, L): a = _ang(bp, L); return r*math.cos(a), r*math.sin(a) def _arc(s, e, r, L, n=240): if e < s: e += L bps = np.linspace(s, e, max(2, int(n*(e-s)/L)+2)) return ([r*math.cos(_ang(b, L)) for b in bps], [r*math.sin(_ang(b, L)) for b in bps]) def gc_percent(seq): s = str(seq).higher();…

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Wildfire crisis eases in western Europe but worsens in Greece as winds drive blazes – National

Europe’s wildfire emergency eased across much of western Europe on Saturday, with major fires in France and Spain no longer advancing and Portugal’s main blaze under control. But the crisis worsened in Greece, where gale-force winds drove flames through a seaside resort and triggered fresh evacuations. In southwestern France, firefighters held a vast wildfire within its perimeter,…

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