3 papers
cs.AI2026
MirrorCode: AI can rebuild entire programs from behavior alone
Tom Adamczewski, David Owen, David Rein +4
AI models are rapidly improving at autonomous coding, as shown by benchmark progress and one-off demonstrations such as AI implementing a C compiler. However, existing coding bench…
math.DS2025
Generic and Isometric Embeddings in Reservoir Computers
Allen G Hart
We prove that a generic reservoir system admits a generalized synchronization that is a topological embedding of the input system's attractor. We also prove that for sufficiently h…
math.DS2025
Can LLMs Write Mathematics Papers? A Case Study in Reservoir Computing
Allen G Hart
As AI capabilities continue to grow exponentially on economically relevant human expert tasks, with task completion horizons doubling every 7 months according to the Model Evaluati…