online learning 1ordinary differential equations 1rough signals 1signature kernels 1single trajectory forcing 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
PolymerGPT: Multi-property Optimization with a Decoder-Based GPT Model for Generative Polymer Design
Charlie Pyle, Adarsh Gadari, C. Adrian Figg +3
Polymer property prediction and inverse generative design targeting desired properties are two crucial tasks in machine learning-assisted polymer design. While the former has recei…
math.NA2026
Branched Signature Kernel Solvers for ODEs with rough Single-Trajectory signals
Munawar Ali, Qi Feng, Charlie Pyle +1
The paper introduces a branched signature kernel method for solving linear and nonlinear ODEs driven by a single, possibly rough, forcing trajectory, using a count‑sampling scheme…