3 papers
eess.SP2026
NAKUL-Med: Spectral-Graph State Space Models with Dynamics Kernels for Medical Signals
Badri N. Patro, Vijay S. Agneeswaran
State space models (SSMs) achieve linear-time complexity but struggle with multi-channel physiological signals due to three limitations: fixed kernels cannot capture multi-scale te…
cs.CV2026
HAMSA: Scanning-Free Vision State Space Models via SpectralPulseNet
Badri N. Patro, Vijay S. Agneeswaran
Vision State Space Models (SSMs) like Vim, VMamba, and SiMBA rely on complex scanning strategies to adapt sequential SSMs to process 2D images, introducing computational overhead a…
cs.LG2026
LLMOrbit: A Circular Taxonomy of Large Language Models -From Scaling Walls to Agentic AI Systems
Badri N. Patro, Vijay S. Agneeswaran
The field of artificial intelligence has undergone a revolution from foundational Transformer architectures to reasoning-capable systems approaching human-level performance. We pre…