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Author

Murilo Salem

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Jul 2026

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

Hierarchical Group-Conditional CRC (Hierarchical Group-Conditional CRC), a post-hoc calibration framework enforcing simultaneous risk guarantees across all nodes of a user-defined group hierarchy, reaches an empirical 0% violation rate and WGER=0 on ARC Challenge for high-accuracy models.

Murilo Salem, Luísa Böhm, Daniel Pontes et al. · 1 citation
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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