Social Theory and Agent Foundations

Researchers found that telling CoT monitors a wrong answer is correct causes them to un-see errors they previously identified in physics solutions.

Samsung Labs releases LittleBit and LittleBit-2, a sub-1-bit LLM compression method using latent factorization that achieves extreme compression down to 0.1 bits per weight while maintaining original architecture.

Extends time series forecasting beyond Gaussian assumptions by introducing diffusion models to capture complex uncertainty shapes through multi-step sampled rollouts.

OpenAI solved 90 of the top 500 open math problems using only 3 hours of Pro-level compute per question on average, marking a major breakthrough in mathematical AI capabilities.

OpenAI's math problem solutions fall short of mathematical community standards, with only 10 of 719 manuscripts including model reasoning and 42% lacking formal verification.