3 papers
cs.CV2026
Edge-Efficient Image Restoration: Transformer Distillation into State-Space Models
Srinivas Soumitri Miriyala, Sowmya Vajrala, Sravanth Kodavanti +2
We propose a modular framework for hybrid image restoration that integrates transformer and state-space model (SSM) blocks with a focus on improving runtime efficiency on edge hard…
cs.DC2026
Unlocking the Edge deployment and ondevice acceleration of multi-LoRA enabled one-for-all foundational LLM
Sravanth Kodavanti, Sowmya Vajrala, Srinivas Miriyala +13
Deploying large language models (LLMs) on smartphones poses significant engineering challenges due to stringent constraints on memory, latency, and runtime flexibility. In this wor…
cs.LG2022
Tree DNN: A Deep Container Network
Brijraj Singh, Swati Gupta, Mayukh Das +2
Multi-Task Learning (MTL) has shown its importance at user products for fast training, data efficiency, reduced overfitting etc. MTL achieves it by sharing the network parameters a…