3 papers
cs.NI2026
Protocol-Aware Tokenization and Architecture Co-Design for Wireless Packet Foundation Models
Swadhin Pradhan, Shazal Irshad, Jerome Henry
What matters more for building foundation models for wireless packet traces: the tokenizer or the architecture or both? To answer this question, we build on PLUME Anonymous [2026],…
cs.LG2026
PLUME: Building a Network-Native Foundation Model for Wireless Traces via Protocol-Aware Tokenization
Swadhin Pradhan, Shazal Irshad, Jerome Henry
Foundation models succeed when they learn in the native structure of a modality, whether morphology-respecting tokens in language or pixels in vision. Wireless packet traces deserv…
cs.DC2020
Proactive Serverless Function Resource Management
Erika Hunhoff, Shazal Irshad, Vijay Thurimella +2
This paper introduces a new primitive to serverless language runtimes called freshen. With freshen, developers or providers specify functionality to perform before a given function…