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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Daniel Pontes

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Jul 2026

Hierarchical Group-Conditional Conformal Risk Control for Selective Prediction in Language Models

Large language models serve heterogeneous populations structured by domain, topic difficulty, and linguistic style. Conformal risk control (CRC) gives rigorous marginal risk guarantees for selective prediction with abstention, but marginal guarantees do not imply per-group ones: a model can meet the population budget w...

Murilo Salem, Luísa Böhm, Daniel Pontes et al. · 0 citations
Open access Jul 2026

Parameter-Efficient Quantum and Hybrid Autoencoders for One-Class Anomaly Detection

Overall, quantum and hybrid autoencoders are not universally superior, but deliver competitive anomaly detection with remarkably high parametric efficiency.

Murilo Salem, D. Pontes, João Carrett et al. · 0 citations
Open access Jul 2026

Hybrid Quantum-Classical Intrusion Detection with Quantum Feature Representations under NISQ Constraints

This paper investigates whether quantum principal component analysis can provide useful features for IDS without relying on claims of end-to-end quantum superiority, and finds that QPCA is most useful as a representation enhancer under NISQ-compatible, not hardware-validated, constraints.

Murilo Salem, D. Pontes, Luísa Böhm et al. · 0 citations

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