FunSearch
DeepMind's FunSearch uses LLMs as a mutation operator in an evolutionary loop to discover genuinely new mathematical knowledge.
Weak-to-Strong Generalization
OpenAI's superalignment team shows that weak supervisors can still elicit capabilities from much stronger models - a first empirical signal for scalable oversight.
Audiobox
Meta's Audiobox is a unified flow-matching audio model that generates speech, sound effects, and music from natural-language and example prompts.
Mathematical LLMs Survey
A survey on the progress of LLMs on mathematical reasoning tasks, covering methods, benchmarks, and open problems.
LLM360
LLM360 is a framework for fully transparent open-source LLM development, with everything from data to training dynamics released.
LLMs in Medicine
A comprehensive survey (300+ papers) of LLMs applied to medicine, from clinical tasks to biomedical research.
Beyond Human Data (ReST-EM)
DeepMind's ReST-EM shows that model-generated data plus a reward function can substantially reduce dependence on human-generated data.
Gaussian-SLAM
A neural RGBD SLAM method that extends 3D Gaussian Splatting to achieve photorealistic scene reconstruction without sacrificing speed.
Pearl
Meta's Pearl is a production-ready reinforcement learning agent package designed for real-world deployment constraints.
QuIP#
Cornell's QuIP# is a 2-bit LLM quantization scheme that combines lattice codebooks with incoherence processing to close the quality gap to FP16.