A new study questions the longstanding view that the visual system is divided into two pathways, one for object-recognition and the other for spatial tasks. Using computational vision models, ...

Abstract: Cross-domain few-shot learning aims to achieve swift generalization between ... method in the meta-training phase to obtain multi-domain unified generalization representation. In the ...

The choice between discrete and continuous token representations remains a fundamental dilemma, significantly impacting model complexity and generation quality. Existing methods include visual ...

Abstract: Few-shot learning (FSL) aims to train a model using a minimal number of samples and subsequently apply this model to recognize unseen classes. Recently, metric-based methods mainly focus on ...

ATLANTA - A 15-year-old was shot in Atlanta multiple times Saturday night. Police are still investigating the incident. What we know: The victim is a 15-year-old. Police say he was shot in his ...

MEMPHIS, Tenn. — Houston rapper Sauce Walka, whose real name is Albert Walker Mondane, was among two people shot in downtown Memphis Saturday afternoon, according to his family. It happened on Lt.

An 8-year-old child was accidentally shot and killed in New Haven Sunday night, according to police. Officers responded to a home on Dewitt Street just before 11 p.m. for the report of a person shot.

A Missouri cop who shot and killed a woman and her child last year will not face criminal charges, prosecutors confirmed. Two Independence police officers responded to reports of an assault at an ...

In this work, we start by analyzing the learning dynamics of PEFT techniques when trained on few-shot data from only a subset of categories, referred to as the “base” classes. We show that such ...

SetFit is an efficient and prompt-free framework for few-shot fine-tuning of Sentence Transformers. It achieves high accuracy with little labeled data - for instance, with only 8 labeled examples per ...