DOL Proposes to Replace the 2024 Independent Contractor Rule

The DOL proposed a new rule to simplify independent contractor classification, reverting to a framework similar to the 2021 rule.
GitHub

TFM Dataset & Benchmark: Automated Tear Film Break-Up Analysis

Classification (TF-Cls) 'Clear', 'Closed', 'Broken', 'Blur' 6,247 3632 × 2760 4,687:561:999(75%:9%:16%) Object Detection (TF-Det) Inside, Middle, Outside Rings 4,736 ...
EurekAlert!

Label attention meets deep learning: a novel model for ICD-11 automatic classification of Chinese EMRs

Electronic medical records (EMRs) enable healthcare institutions to digitally document patients’ clinical conditions, treatment processes, and diagnostic outcomes, supporting paperless clinical ...
GitHub

Single-label multi-classification or multi-label multi-classification?

I have read the paper and it seemed to be a single-label multi-classification problem. But the code use BCE and sigmoid instead of crossEntropy and softmax. So does it mean that the patient may have ...
Scientific Research Publishing

Costanza, R. (2008). Ecosystem Services: Multiple Classification Systems Are Needed. Biological Conservation, 141, 350-352.

ABSTRACT: The quantification and evaluation of ecosystem services represent key drivers for the sustainable development of human activities, particularly within the framework of natural capital ...
IEEE

Multi-Label Black-Box Attacks via Evolutionary Structured Many-Objective Adversarial Perturbations

Abstract: Multi-label learning poses significant challenges due to the complexities of co-occurring labels. Adversarial examples are critical in safety-sensitive domains, where malicious tampered data ...
Frontiers

A pathology-attention multi-instance learning framework for multimodal classification of colorectal lesions

Colorectal cancer is the third most common cancer worldwide, and accurate pathological diagnosis is crucial for clinical intervention and prognosis assessment. Although deep learning has shown promise ...
ascopubs.org

Neoadjuvant penpulimab combined with taxanes and carboplatin in triple-negative breast cancer: A single-arm, open-label, multi-center phase II clinical study (neoTAPPL).

Gene expression signatures (GES) derived from digital histology to predict pathologic complete response (pCR) to neoadjuvant chemotherapy (CT) in ISPY2 and other trial/real world cohorts. This is an ...
IEEE

Partial Multi-View Incomplete Multi-Label Learning Network with Quality-Aware Representation Fusion

Abstract: Recently, the topic of multi-view multi-label classification has aroused significant attention from scholars. Plenty of methods adopt an average weighting scheme to merge the features ...