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.

169,051 papers · 148 categories

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2 results for “DeepCluster”

Short-term Road Traffic Prediction based on Deep Cluster at Large-scale Networkscs.LG

Develops a deep clustering framework for large-scale road traffic prediction.

problem Challenges in modeling diverse traffic patterns and handling high-dimensional time series with low latency.

method Combines deep clustering with CNNs and RNNs to predict road traffic at large-scale networks.

result The DeepCluster framework effectively clusters road segments and improves prediction performance.

road traffic prediction deep clustering large-scale networks traffic periodicity triplet loss

2019-02-25abs ↗pdf ↗

Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labelscs.LG

Paper proposes M3S training for GCNs on graphs with few labels.

problem Learning graph embeddings with few labeled nodes is challenging.

method Multi-Stage Self-Supervised (M3S) Training Algorithm combining self-supervised learning.

result M3S Training Algorithm improves GCNs' generalization on graphs with few labeled nodes.

Graph Convolutional Networks Self-Supervised Learning Few Labels Graph Embedding DeepCluster

2019-02-28abs ↗pdf ↗