Pretrained vision-language models (VLMs) such as CLIP have shown impressive generalization capability in downstream vision tasks with appropriate text prompts. Instead of designing prompts manually, Context Optimization (CoOp) has been recently proposed to learn continuous using task-specific training data. Despite the performance improvements on tasks, several studies reported that CoOp suffer...

Domain theory is ‘a mathematical theory that serves as a foundation for the semantics of programming languages’ [AJ94]. Domains form the basis of a theory of partial information, which extends the familiar notion of partial function to encompass a whole spectrum of “degrees of definedness”, so as to model incremental higher-order computation (i.e., computing with infinite data values, such as f...

Broiler transport coops soiled with Campylobacter-positive feces have been shown to facilitate cross-contamination of broilers. Washing and sanitizing coop surfaces do not always effectively eliminate bacteria. The objective of this study was to examine drying as a means of lowering bacterial numbers on transport coop flooring. Small squares (5 x 5 cm) of fiberglass flooring from transport coop...

The phenomenon of the glass transition is an unresolved problem in condensed matter physics. Its prominent feature, the super-Arrhenius temperature dependence of the transport coefficients, remains a challenge to be described over the full temperature range. For a series of molecular glass formers, we combined τ(T) collected from dielectric spectroscopy and dynamic light scattering covering a r...

We study networks of communicating learning agents that cooperate to solve a common nonstochastic bandit problem. Agents use an underlying communication network to get messages about actions selected by other agents, and drop messages that took more than d hops to arrive, where d is a delay parameter. We introduce EXP3-COOP, a cooperative version of the EXP3 algorithm and prove that with K acti...

In view of the present poultry farming intensity big, disease happens, such as environmental pollution, design the intelligent henhouse environment monitoring system based on zigbee. A detection unit of the system is the main processor cc2430, which coop the sensor detects temperature, humidity, carbon dioxide concentration, light intensity. By zigbee wireless communication module to send data ...