Channel Polarization: A Method for Constructing Capacity-Achieving Codes for Symmetric Binary-Input Memoryless Channels

Author: Erdal Arıkan Publication: IEEE Transactions on Information Theory, 2009 Link: IEEE Xplore This paper introduces polar codes, the first explicit and efficient code construction that achieves Shannon capacity for binary-input symmetric memoryless channels. The main idea is channel polarization: by combining channels with a simple linear transform and applying the process recursively, one produces synthetic sub-channels that become either nearly perfect (capacity ≈ 1) or nearly useless (capacity ≈ 0)- hence the term polarization. ...

October 3, 2025 · 2 min · 215 words · Nikil Ravi

What Numbers Could not Be

Author: Paul Benacerraf Publication: The Philosophical Review, 1965 Link: The Philosophical Review This is a compelling article about the nature of mathematical objects (here focusing the exposition on the natural numbers). Essentially, the paper argues that numbers cannot be any of their possible particular definitions (e.g., as particular sets, Church numbers, etc). Instead, when we talk of numbers, we speak of the abstract structure that relates them. So 2 is neither $(s (s 0))$ nor ${\varnothing, {\varnothing}, {\varnothing, {\varnothing}}}$ – not these particular objects, but the relation that 2 has to 1 and 0 and 3 and so on, in whatever definition you want to give to the whole system. ...

October 3, 2025 · 1 min · 145 words · Nikil Ravi