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Related Articles from SNS
Convex algebras on an interval with semicontinuous monotone operations
arXiv:2603.14955v2 Announce Type: replace Abstract: In a recent work of Matteo Mio on compact quantitative equational theories (here compact means that all its consequences are derivable by means of finite proofs) convex algebras on the carrier set [0,1] whose operations are monotone and satisfy certain semicontinuity properties occurred. We fully classify those algebraic structures by giving an explicit construction of all possible convex operations on [0,1] possessing the mentioned...
DiTTo: Scalable Order-aware All-in-One Image Restoration Agent
Announce Type: replace Abstract: Real-world images rarely suffer from a single degradation, and the order in which degradations are removed substantially affects the final restoration quality, motivating agent-based image restoration (IR), where a vision-language model schedules a pool of pre-built restoration-experts. However, existing training-based agents require $\mathcal{O}((N^{\mathbf{D}})^{2})$ restoration-expert calls per image to construct the Optimal Restoration-action Trajectory...
Alpine Linux 3.24.0 Released
Released We are pleased to announce the release of Alpine Linux 3.24.0, the first release in the v3.24 stable series. Highlights Significant changes Python setuptools 82.0.0 removed pkg_resources py3-setuptools has been upgraded to 82.0.0, which removed the deprecated pkg_resources module. Projects that still depend on it will no longer work and should migrate to its successors.
DiTTo: Scalable Order-aware All-in-One Image Restoration Agent
arXiv:2605.30915v1 Announce Type: new Abstract: Real-world images rarely suffer from a single degradation, and the order in which degradations are removed substantially affects the final restoration quality, motivating agent-based image restoration (IR), where a vision-language model schedules a pool of pre-built restoration-experts. However, existing training-based agents require $\mathcal{O}((N^{\mathbf{D}})^{2})$ restoration-expert calls per image to construct the Optimal...