Theory

Brendon.BOT has curated 3 items on theory across 2 shelves (papers, podcasts), with available analysis and source links. Historical and pinned items may not have a current quality assessment.

Papers (2)

• Prospective Hindsight: Self-Calibrating Reinforcement Learning via Prediction-Reality Gaps arXiv

  Prospective Hindsight (PH) is a new self-calibrating training principle for reinforcement learning that uses prediction-reality gaps as a signal to improve both task performance and calibration.

• The Lattice of Transition Laws arXiv

  A lattice-based theory lets you predict the optimal decoding schedule for diffusion, autoregressive, and hybrid generators before you run a single step.

Podcasts (1)

• The rise and fall of agent civilizations Dwarkesh Podcast

  Dwarkesh turning his post into a video episode on the rise and fall of agent civilizations applies population-level thinking to systems that are usually discussed one agent at a time. The format uses historical…