Machine Learning Fundamentals
Log-log plot comparing scaling laws across six architectures showing the vanilla Transformer has the steepest slope

Scaling Laws vs Model Architectures: Inductive Bias

Tay et al. systematically compare scaling laws across ten diverse architectures (Transformers, Switch Transformers, Performers, MLP-Mixers, and others), finding that the vanilla Transformer has the best scaling coefficient and that the best-performing architecture changes across compute regions.

Evolutionary Biology
Electron microscope image of Pyrolobus fumarii showing irregular coccoid cell structure

Three Domains of Life: Woese's Phylogenetic Revolution

This paper established the three-domain classification system (Bacteria, Archaea, Eucarya) based on molecular evidence from ribosomal RNA sequences, arguing that the prokaryote-eukaryote dichotomy obscures the deep evolutionary divergence of Archaea from Bacteria.

Planetary Science
Venus as seen by Mariner 10, showing swirling cloud patterns in the dense atmosphere

Venus Evolution Through Time: Key Questions and Missions

A comprehensive 2023 roadmap for Venus exploration synthesizing open questions about the planet’s evolution from potentially habitable to extreme greenhouse state, detailing the coordinated VERITAS, DAVINCI, and EnVision missions planned for the 2030s and identifying future technology requirements for answering fundamental habitability questions.

Planetary Science
Venus as seen by Mariner 10, showing swirling cloud patterns in the dense atmosphere

Life on Venus? Astrobiology and the Habitability Limits

A deep dive into the physical limits of life on Venus, reviewing Charles Cockell’s foundational 1999 analysis while connecting it to modern discoveries like the 2020 phosphine detection and upcoming DAVINCI+ missions.

Planetary Science
Magellan radar mosaic of Venus showing the northern hemisphere with volcanic plains, tesserae, and lava flows in orange-brown tones

The Surface of Venus: Stratigraphy and Resurfacing History

Basilevsky and Head’s comprehensive synthesis reveals a planet that undergoes catastrophic global resurfacing events. We explore the “stagnant lid” model, the synchronous stratigraphy, coronae, and the divergence of Venus’s geological history from Earth’s.