4 papers
APEX: A Network-Native Time-Series Foundation Model for Forecasting and Anomaly Detection for Wireless Edge Operations
Swadhin Pradhan, Niloo Bahadori, Peiman Amini
Generic time-series foundation models transfer poorly to wireless network telemetry whose signals are bursty, zero-inflated, and coupled across protocol layers. We present APEX, a…
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…
MIRO: Multi-radar Identity and Ranging for Occupational Safety
Tirthankar Halder, Argha Sen, Swadhin Pradhan +2
Occupational exposure to airborne particulate matter (PM) poses a severe health risk in open industrial workspaces such as stonecutting yards. Conventional monitoring solutions suc…
From Invisible to Actionable: Augmented Reality Interactions with Indoor CO2
Prasenjit Karmakar, Manjeet Yadav, Swayanshu Rout +2
Indoor carbon dioxide (CO2) can rapidly accumulate to form invisible pollution hotspots, posing significant health risks due to its odorless and colorless nature. Despite growing i…