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

Author

Muhammad Faisal Siddiqui

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Open access 2026

Feasibility-Aware Reinforcement Learning for Reliable Hop-Constrained Routing in Wireless Sensor Networks

The experiments show that feasibility-aware learning can approach deterministic baseline reliability while retaining learned forwarding capability under hop constraints, and confirm that action masking is the dominant mechanism for maintaining feasible routing decisions, whereas trust mainly provides reliability-aware...

Adeel Iqbal, Muhammad Faisal Siddiqui · 0 citations
Open access Jul 2026

MoReSP: A Multiobjective Mobility- and Reliability-Aware Scheduling Model for RSU-Assisted Vehicular IoT Networks

Simulation results show that MoReSP achieves the lowest admission-adjusted system cost across all evaluated scenarios, and demonstrate that MoReSP provides a reliable and balanced scheduling solution for dynamic V-IoT environments.

Muhammad Faisal Siddiqui, Adeel Iqbal · 0 citations

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