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.

168,657 papers · 148 categories

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2 results for “ISCO”

Multilingual hierarchical classification of job advertisements for job vacancy statisticsstat.AP

Paper develops multilingual job classification for ISCO and KZiS.

problem Classifying job advertisements for accurate occupation coding.

method Transformer architecture for hierarchical multi-class classification.

result Hierarchical structure improves prediction accuracy by 1-2 percentage points.

job classification transformer model multilingual occupational coding ISCO

2024-11-06abs ↗pdf ↗

Optimization by Parallel Quasi-Quantum Annealing with Gradient-Based Samplingcs.LG

New method combines QQA and gradient-based sampling for combinatorial optimization.

problem Scalability challenges in learning-based solvers for combinatorial optimization.

method Integrates gradient-based update through continuous relaxation with Quasi-Quantum Annealing (QQA) and parallel communication.

result Achieves superior speed-quality trade-offs for large-scale instances.

Quasi-Quantum Annealing Gradient-based sampling Combinatorial optimization Parallel computing Scalability

2024-09-02abs ↗pdf ↗