3 papers
cs.LG2026
Why SWAVE May Not Be All You Need:A Concept-Evolution Retrospective on Complex-Valued Recurrent Language Models
Ramprasath Ganesaraja, Swathika N, Sahil Dilip Panse
SWave is a complex-valued recurrent language model (169.26M parameters, D=384, L=16, T=2048) trained on FineWeb-Edu using 2xH100 NVL. It was designed around three founding premises…
cs.LG2026
Ternary Mamba: Grouped Quantization-Aware Training of W1.58A16 State Space Models
Ramprasath Ganesaraja, Sahil Dilip Panse, Swathika N
State Space Models (SSMs) such as Mamba-2 offer linear-time inference but their memory footprint limits edge deployment. Prior ternary SSM work (Slender-Mamba) trains from scratch…
cs.SE2025
Beyond Prototyping: Autonomous, Enterprise-Grade Frontend Development from Pixel to Production via a Specialized Multi-Agent Framework
Ramprasath Ganesaraja, Swathika N, Saravanan AP +19
We present AI4UI, a framework of autonomous front-end development agents purpose-built to meet the rigorous requirements of enterprise-grade application delivery. Unlike general-pu…