Research
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.

168,742 papers · 148 categories

Trend · papers per month

count% of corpus
0.3%0.5%0.8%0.1% · May 202019922001200920172026
2 results for “channel-aware”
Channel-Aware Adversarial Attacks Against Deep Learning-Based Wireless Signal Classifierseess.SP

Paper defends deep learning classifiers against channel-aware adversarial attacks.

problem Deep learning classifiers are vulnerable to adversarial attacks.
method Channel-aware adversarial attacks are presented and defended against.
result Certified defense based on randomized smoothing makes classifiers robust.
adversarial attacksdeep learningmodulation classifierschannel-awarerandomized smoothing
2020-05-11abs ↗pdf ↗
Correlative Channel-Aware Fusion for Multi-View Time Series Classificationcs.LG

Proposes C2AF network for multi-view time series classification.

problem Improving multi-view time series classification performance.
method Two-stream structured encoder, graph-based correlation matrix, channel-aware fusion mechanism.
result Extensive experimental results show superior performance over state-of-the-art methods.
multi-view time series classificationchannel-aware fusiongraph-based correlationtwo-stream structured encoder
2019-11-24abs ↗pdf ↗