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Canonical sends Ubuntu into the AI agent era
UBUNTU SUMMIT Canonical is still experimenting with the format of the Ubuntu Summit series of free conferences, and its most recent instance, the 26.04 edition, was a primarily online event. There was a small in-person invited audience, which by our informal estimate was about half the size of the one at last October's edition. The event opened with a keynote from Canonical founder Mark Shuttleworth, and his opening sentence set the tone for much of what would follow: The agentic revolution...
From Mean-Field Limits to Semiclassical Concentration: Global Convergence of the Canonical Evolutionary Strategy
arXiv:2605.30371v1 Announce Type: new Abstract: We address the issue of global convergence in stochastic continuous optimization. For that purpose, we formulate the Canonical Evolutionary Strategy (CES) as a controlled mathematical framework to analyze global convergence in evolutionary algorithms via the semiclassical limit of a Schr{\"o}dinger-type replicator-mutator equation. We provide a rigorous hierarchy from a discrete individual-based dynamics to a deterministic mean-field limit,...
Canon EOS R6 Mark III Review: A Serious Upgrade
With sharper resolution and lightning-fast performance, Canon’s latest full-frame mirrorless punches well above its class.
CanonCGT: Reference-Based Color Grading via Canonical Pivot Representation
arXiv:2606.01638v1 Announce Type: new Abstract: Reference-based color grading aims to reproduce the tonal mood and lighting of a reference while preserving color harmony and scene structure. Existing photorealistic and filter-based methods often produce unstable tone mappings -- over-shifting or inconsistently retaining colors -- leading to unnatural results. We propose CanonCGT, a two-stage framework built on a canonical pivot -- a style-neutral intermediate representation for stable color...
Beyond the Canonical Protocol: Quantum Encrypted Cloning from Secret-Sharing Access Structures
Announce Type: cross Abstract: Quantum encrypted cloning shows that an unknown quantum state can be distributed into multiple encrypted copies without contradicting the no-cloning theorem: each copy is unusable on its own, but can be redeemed together with a suitable quantum key. Recent work has related canonical encrypted-cloning protocols to particular forms of quantum secret sharing.
Amino Acid Stress Induces Non-AUG Initiation of c-myc Translation
Initiation of translation at non-AUG start codons can generate novel isoforms of important cellular regulators, with activities or localization distinct from their AUG-initiated counterparts. Ribosomes scanning the 5'UTR upstream of canonical AUG starts recognize near-cognate starts inefficiently, however, and the mechanisms by which non-canonical starts might be regulated physiologically are poorly understood. We show here that the restriction of utilization of individual amino acid induces...
Exact Self-Imaging with Arbitrary Revival Spacings
arXiv:2601.08020v3 Announce Type: replace Abstract: Self-imaging represents a core hallmark of paraxial wave evolution; yet, across its many realizations and generalizations over the past two centuries, the uniformity of recurrence planes along the propagation axis has been considered fundamental. Here we reformulate the general phenomenon of self-imaging within the natural framework of canonical phase-space geometry, revealing a hidden canonical coordinate in which all exact self-imaging is...
COMPASS: Complete Multimodal Fusion via Proxy Tokens and Shared Spaces for Ubiquitous Sensing
arXiv:2604.02056v2 Announce Type: replace Abstract: Missing modalities in multimodal sensing cause not only information loss but also a fusion-interface mismatch: a fusion head trained on a canonical set of modality slots must operate on changing observed subsets at inference time. We propose Compass, an interface-complete fusion framework that restores this canonical slot structure before prediction. Each modality is assigned a fixed fusion slot.