Author(s): Gaurav Chawla Originally published on Towards AI. One Formula to Map the Positional Encoding Landscape Every survey of positional encoding I have read presents the methods as a chronological parade: sinusoidal, then learned, then relative, then RoPE, then ALiBi. That framing …

Author(s): Gaurav Chawla Originally published on Towards AI. The Anomaly Detector That Learns by Counting 10,000 Bayesian models, no training loop: how conjugate priors caught red-team activity in a billion-event authentication log Bayesian statistics gives you a principled way to combine prior …