Author

Geoff V. Merrett

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Conference Sep 2026

iORPL:Intermittency-aware Opportunistic Routing for IoT Networks

Battery-free IoT devices operating under ambient energy harvesting experience frequent power failures that erase all volatile routing state. Conventional protocols either assume continuous power or engineer synchronised active windows, both of which fail under variable harvesting conditions. This paper presents iORPL,...

Sara A. Alsodairi, A. Weddell, Nawfal F. Al Hashimy et al. · Coins · 0 citations

#machine learning Jun 2026

Activation-Based Active Learning for In-Context Learning: Challenges and Insights

A negative result is found: MLP and embedding layer outputs, viewed through the lenses of massive activations or the first four moments, do not correlate with example quality or task performance, suggesting that methods like Sparse Autoencoders (SAEs) may be a promising future direction.

Yaseen M. Osman, Geoff V. Merrett, Stuart E. Middleton · arXiv.org · 0 citations