Extract a compact, meaningful latent representation of the world, then use it for prediction, classification, generative augmentation, and autonomous decision‑making. How the Work on Spectrcyde Advances the Goals of DARPA’s RFMLS Program Spectrcyde research demonstrates…
Explainable and Unbreakable RF Ensembles Vote Tracing + Missing-Sample Robustness Modern RF scenes are messy: bursts of dropouts, weird emitters you’ve never trained on, and models that sometimes disagree for reasons that only show up…
We convert per-model votes into auditable tracesand Shapley-like attributions for RF ensemble decisions. Weexpose hooks in classify_signal() to log per-model logits, calibrated probabilities, weights, and OSR gates, enablingtimeline and contribution analyses with negligible overhead.Our approach…
Vote Tracing: Make RF Ensembles Auditable, Explainable, and Deployable TL;DR — Per-model “vote traces” turn your RF modulation ensembles into fully auditable systems: exact Shapley attribution in microseconds, gorgeous timelines, and an open-set detector that…
PODCAST: explore the advancement of automation systems beyond traditional Robotic Process Automation (RPA), leveraging Large Language Models (LLMs) and deep learning for greater adaptability and cognitive capabilities. The first paper introduces UINav, a system for mobile UI automation agents designed to execute…
We quantify when a parentHierarchicalMLClassifier beats a flat ensemble andvice versa. We report per-class win profiles, confusiondeltas, and latency trade-offs, with code paths mapped tosuper().classify_signal() vs the ensemble voting block.We find a hierarchical classifier is…
On RadioML 2016 (5 classes, 20k examples), hierarchical strictly dominates flat (0 unique flat wins). On TorchSig Sig53 (53 classes, 5M examples), hierarchical gains 15% on PSK/QAM families but flat wins 12% on impaired FSK/OFDM,…
Your modulation paper showed hierarchical ≥ flat with almost no cases where flat uniquely wins — that’s the exception, not the rule. In radar, the opposite is true: flat almost never wins on realistic taxonomies…
Is it theoretically possible for a satellite to pick up the signal of a bluetooth low energy beacon? ChatGPT said: Theoretically, it is possible for a satellite to pick up the signal of a Bluetooth…
*November 15, 2025 | Ben Gilbert* Academic reproducibility has long been the holy grail of scientific research, yet most papers remain frustratingly opaque about their implementation details. After spending years wrestling with broken experiment scripts,…