3 papers
cs.LG2026
Evidence-Grounded Ensemble Diagnosis of 802.11 Packet Captures: A Multi-Stage Pipeline with Deterministic Reliability Scoring
Jerome Henry, Swadhin Pradhan, Miroslav Popovic
Diagnosing 802.11 packet captures requires expert protocol knowledge, is slow, inconsistent across engineers, and unscalable. LLM-based approaches sound plausible but fabricate pro…
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…