R. Simon Fong
@identityelement.bsky.social
Research Fellow @ University of Birmingham
Beyond metric preservation: build symplectic structural invariance into representation.
arxiv.org/abs/2512.19409
#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
arxiv.org/abs/2512.19409
#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
Symplectic Reservoir Representation of Legendre Dynamics
Modern learning systems act on internal representations of data, yet how these representations encode underlying physical or statistical structure is often left implicit. In physics, conservation laws...
arxiv.org
December 23, 2025 at 8:54 AM
Beyond metric preservation: build symplectic structural invariance into representation.
arxiv.org/abs/2512.19409
#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
arxiv.org/abs/2512.19409
#ReservoirComputing #RepresentationLearning #InformationGeometry #SymplecticGeometry #HamiltonianDynamics #GeometricDeepLearning #DynamicalSystems #PhysicsInformedML
It was a pleasure presenting our work "Universality of Real Minimal Complexity Reservoirs" at #AAAI2025. Many thanks for your interest. I look forward to further discussions =). #AAAI #AAAI25
Full paper: arxiv.org/pdf/2408.08071
Full paper: arxiv.org/pdf/2408.08071
March 3, 2025 at 2:15 PM
It was a pleasure presenting our work "Universality of Real Minimal Complexity Reservoirs" at #AAAI2025. Many thanks for your interest. I look forward to further discussions =). #AAAI #AAAI25
Full paper: arxiv.org/pdf/2408.08071
Full paper: arxiv.org/pdf/2408.08071
