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#sequential-modeling News & Analysis

2 articles tagged with #sequential-modeling. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Jun 236/10
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SOHET: Sequence Of Heterogeneous Events Transformer with Self-Supervised Pre-Training

Researchers introduce SOHET, a transformer-based architecture for processing heterogeneous event streams with self-supervised pre-training capabilities. The model demonstrates significant performance improvements on fraud detection and sequential prediction tasks, outperforming existing methods by 5.8% on a large-scale benchmark while achieving faster convergence.

AIBullisharXiv – CS AI · Mar 26/1018
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QKAN-LSTM: Quantum-inspired Kolmogorov-Arnold Long Short-term Memory

Researchers propose QKAN-LSTM, a quantum-inspired neural network that integrates quantum variational activation functions into LSTM architecture for sequential modeling. The model achieves superior predictive accuracy with 79% fewer parameters than classical LSTMs while remaining executable on classical hardware.