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.

168,982 papers · 148 categories

Trend · papers per month

count % of corpus

2 results for “Bi-RNN”

Bidirectional RNN-based Few-shot Training for Detecting Multi-stage Attackcs.CR

This paper detects multi-stage Feint Attacks using Bi-RNN and few-shot learning.

problem Detecting multi-stage Feint Attacks due to lack of professional datasets and semantic relationships.

method Fuzzy clustering for attack chain mining, few-shot deep learning, Bi-RNN for feature extraction.

result Accurately detected Feint Attacks using Bi-RNN and few-shot learning.

Feint Attack Multi-stage Attack Few-shot Learning Bi-RNN Causal-Correlation

2019-05-09abs ↗pdf ↗

Attention Driven Fusion for Multi-Modal Emotion Recognitioneess.AS

Improved multi-modal emotion recognition using deep learning.

problem Combining acoustic and text modalities for emotion recognition.

method Proposes a deep learning-based approach to fuse text and acoustic data using SincNet for acoustic features and parallel DCNN and Bi-RNN branches for text processing with cross attention.

result Achieves 3.5% improvement in weighted accuracy compared to existing methods.

deep learning emotion recognition multi-modal attention SincNet

2020-09-23abs ↗pdf ↗