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#kan News & Analysis

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

2 articles
AIBullisharXiv – CS AI · Mar 177/10
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In-Context Symbolic Regression for Robustness-Improved Kolmogorov-Arnold Networks

Researchers developed new methods for extracting symbolic formulas from Kolmogorov-Arnold Networks (KANs), addressing a key bottleneck in making AI models more interpretable. The proposed Greedy in-context Symbolic Regression (GSR) and Gated Matching Pursuit (GMP) methods achieved up to 99.8% reduction in test error while improving robustness.

AIBullisharXiv – CS AI · Apr 136/10
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AR-KAN: Autoregressive-Weight-Enhanced Kolmogorov-Arnold Network for Time Series Forecasting

Researchers propose AR-KAN, a neural network combining autoregressive models with Kolmogorov-Arnold Networks for improved time series forecasting. The model addresses limitations of traditional deep learning approaches by integrating temporal memory preservation with nonlinear function approximation, demonstrating superior performance on both synthetic and real-world datasets.