On-device research index

arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,695 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “metric-guided”

Leveraging Class Hierarchies with Metric-Guided Prototype Learningcs.LG

Paper proposes integrating hierarchical class structure into prototypical network supervision.

problem Improving classification accuracy in tasks with hierarchical class structures.

method Integrates hierarchical class structure (metric) into prototypical network supervision.

result Consistent improvement of error rate weighted by the cost matrix compared to traditional methods.

hierarchical class structure prototypical network metric-guided classification accuracy cost matrix

2020-07-06abs ↗pdf ↗

Unsupervised Cross-domain Image Classification by Distance Metric Guided Feature Alignmentcs.LG

MetFA aligns source and target domains for cross-device image classification.

problem Learning discriminative class boundaries across different domains.

method Distance metric guided feature alignment (MetFA) for domain-invariant and discriminative feature extraction.

result MetFA outperforms state-of-the-art methods in cross-device image classification.

unsupervised domain adaptation cross-device image classification deep neural networks domain shift feature alignment

2020-08-19abs ↗pdf ↗