MoPE
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Pathway-Structured Privileged Distillation for Deployable Computational Pathology
Announce Type: new Abstract: Integrating transcriptomics and histopathology can improve cancer risk modelling, yet practical use is constrained by the limited availability of RNA profiling in routine settings. Here we introduce Mixture of Pathway Experts (MoPE), a knowledge-distillation framework that reframes multimodal learning as privileged distillation for histology-only inference. MoPE is motivated by the partial observability between RNA profiles and whole-slide images: histology can...
Beyond Sinusoids: A Morlet Wavelet Framework for Transformer Positional Encoding
arXiv:2606.01258v1 Announce Type: new Abstract: Standard positional encodings for transformers - sinusoidal and rotary (RoPE) - treat every position as equally local: they encode where a token is, but not how far its positional influence should extend. We propose that the Morlet wavelet, which simultaneously minimises uncertainty in position and frequency, is the natural basis for positional encoding, and introduce Morlet Positional Encoding (MoPE): each embedding dimension learns its own...
Minister missing from Mandelson files recalls ‘nightmare’ of stolen phone
LONDON — A British minister whose messages with Peter Mandelson are absent from the public disclosures forced by the Jeffrey Epstein scandal recounted Tuesday the “nightmare” of having his phone stolen. In an interview with Sky News, Nick Thomas-Symonds — the Cabinet minister overseeing the U.K.’s “reset” in relations with the EU — described how one of a group of three people on mopeds swiped his device last Oct. 15 while he was walking near the Home Office....
Organised shoplifting gangs using children as young as five, police say
EXCLUSIVE: Organised shoplifting gangs using children as young as five, police say The Daily Mirror joins Met police officers as they target thieves, drug dealers, shoplifters and illegal e-bike riders during a week-long operation snaring 32 suspects Organised crime gangs are using children as young as five in shoplifting raids, police have revealed. The youngsters are deployed by their parents who know security guards will not touch them as they grab armfuls of designer goods, acting police...