TOPLOC: A Locality Sensitive Hashing Scheme for Trustless Verifiable Inference
https://www.primeintellect.ai/blog/toploc
https://www.primeintellect.ai/blog/toploc
www.primeintellect.ai
TOPLOC - A Locality Sensitive Hashing Scheme for Trustless Verifiable Inference
We introduce TOPLOC, a novel method for verifiable inference. TOPLOC employs a compact locality sensitive hashing mechanism for intermediate activations, which can detect unauthorized modifications to models, prompts, or compute precision with 100% accuracyβ¦
Openness guides discovery | Nature Biotechnology
https://www.nature.com/articles/s41587-025-02635-7
https://www.nature.com/articles/s41587-025-02635-7
Nature
Openness guides discovery
Nature Biotechnology - Openness guides discovery
GPS β Bartosz Ciechanowski
https://ciechanow.ski/gps/
https://ciechanow.ski/gps/
ciechanow.ski
GPS β Bartosz Ciechanowski
Interactive article explaining how GPS works.
[2412.05265v2] Reinforcement Learning: A Comprehensive Overview
https://arxiv.org/abs/2412.05265
https://arxiv.org/abs/2412.05265
arXiv.org
Reinforcement Learning: A Comprehensive Overview
This manuscript gives a big-picture, up-to-date overview of the field of (deep) reinforcement learning and sequential decision making, covering value-based method, policy-gradient methods,...