We also show that the problem of having a closed form expression for weak consistency is closely related with P-completeness theory and that an optimization version of the problem is indeed P-complete. Regarding strong consistency, we present a sufficient condition and a necessary condition, ...
fixmatch是google提出的一个semi supervised分类算法,提出采用简单的strong-weak augmentation范式即可在半监督上取得sota的结果。 strong-weak augmentation是指利用model在weak augmented的image上取得伪标签,并利用这个伪标签监督模型在strong augmented image的训练。 fixmatch额外使用confidence对伪标签进行筛选(thr=0.95) 需...
Except ST++, the training resolution of other works is larger than us: 512 vs. 321. credited to a doubled unlabeled batch size. We conjecture that regularizing two strong views with a shared weak view can be regarded as enforcing consistency between these t...
有控制依赖,因果一致性(causal consistency),和不同的记忆类型。尽管如此,大多数讨论都回到了我在这里概述的四个主要类别。 翻译自: Weak vs. Strong Memory Models
Hence eventual consistency is a consistency model used to achieve high availability and is a weak consistency model. Nodes that have achieved eventual consistency is often said to haveconverged, or achievedreplica convergence. Eventual Consistency ...
We’ve said that “weak” consistency modelsallow more historiesthan “strong” consistency models. Linearizability, for example, guarantees that operations take place between the invocation and completion times. However,imposing order requires coordination. Speaking loosely, the more histories we exclude,...
Humans frequently cooperate for collective benefit, even in one-shot social dilemmas. This provides a challenge for theories of cooperation. Two views focus on intuitions but offer conflicting explanations. The Social Heuristics Hypothesis argues that pe
[CVPR 2023] Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation - LiheYoung/UniMatch
However, Gemini does not acknowledge the contradiction with its previous response, which highlights a lack of consistency. Copilot responded that "Since the house was affected by an earthquake, it's crucial to ensure that the house is structurally sound and safe for habitation. A thorough ...
Paper tables with annotated results for Revisiting Weak-to-Strong Consistency in Semi-Supervised Semantic Segmentation