The authors introduce Time to Transition (TtT) extracted from cross-maturity greenium differences and develop tractable deadline-constrained and regime-switching diffusion models with exact likelihoods and asymptotic identification results for inference.
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Proceedings of the IEEE 77, 257–286
6 Pith papers cite this work, alongside 15,017 external citations. Polarity classification is still indexing.
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2026 6verdicts
UNVERDICTED 6representative citing papers
ExplainFuzz generates coherent, constraint-satisfying test inputs via grammar-compiled probabilistic circuits, raising bug-trigger rates from 35% to 63% in SQL and 10% to 100% in XML over mutational fuzzing.
Rank correlation (Kendall tau) of price forecasts, not mean absolute error, determines intraday dispatch value for multi-market battery storage, with tau above 0.85-0.95 capturing 97-100% of perfect-foresight revenue.
CircuITS is a probabilistic-circuit architecture that structurally guarantees valid joint distributions for irregular multivariate time series while outperforming baselines on joint and marginal density estimation across four real-world datasets.
Quantum LSTM and quantum reservoir computing match classical baselines in univariate financial forecasting and modestly outperform them in multivariate cases with correlated inputs when using suitable lag structures and amplitude encoding.
A Hidden Markov Model on STFT-derived spectral features from welding current signals identifies three temporally coherent arc regimes: transient, stable, and extinction.
citing papers explorer
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Market-implied time to transition to a low-carbon economy: a stochastic modelling and inference framework
The authors introduce Time to Transition (TtT) extracted from cross-maturity greenium differences and develop tractable deadline-constrained and regime-switching diffusion models with exact likelihoods and asymptotic identification results for inference.
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ExplainFuzz: Explainable and Constraint-Conditioned Test Generation with Probabilistic Circuits
ExplainFuzz generates coherent, constraint-satisfying test inputs via grammar-compiled probabilistic circuits, raising bug-trigger rates from 35% to 63% in SQL and 10% to 100% in XML over mutational fuzzing.
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When Forecast Accuracy Fails: Rank Correlation and Decision Quality in Multi-Market Battery Storage Optimization
Rank correlation (Kendall tau) of price forecasts, not mean absolute error, determines intraday dispatch value for multi-market battery storage, with tau above 0.85-0.95 capturing 97-100% of perfect-foresight revenue.
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Probabilistic Circuits for Irregular Multivariate Time Series Forecasting
CircuITS is a probabilistic-circuit architecture that structurally guarantees valid joint distributions for irregular multivariate time series while outperforming baselines on joint and marginal density estimation across four real-world datasets.
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Learning Temporal Patterns in Financial Time Series: A Comparative Study of Quantum LSTM and Quantum Reservoir Computing
Quantum LSTM and quantum reservoir computing match classical baselines in univariate financial forecasting and modestly outperform them in multivariate cases with correlated inputs when using suitable lag structures and amplitude encoding.
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A Hidden Markov Framework for Physically Interpretable Arc Stability Dynamics in Welding Systems
A Hidden Markov Model on STFT-derived spectral features from welding current signals identifies three temporally coherent arc regimes: transient, stable, and extinction.