2 papers
cs.CR2025
Proof-of-Spiking-Neurons(PoSN): Neuromorphic Consensus for Next-Generation Blockchains
M. Z. Haider, M. U Ghouri, Tayyaba Noreen +1
Blockchain systems face persistent challenges of scalability, latency, and energy inefficiency. Existing consensus protocols such as Proof-of-Work (PoW) and Proof-of-Stake (PoS) ei…
cs.LG2025
Quantum-Enhanced Generative Models for Rare Event Prediction
M. Z. Haider, M. U. Ghouri, Tayyaba Noreen +1
Rare events such as financial crashes, climate extremes, and biological anomalies are notoriously difficult to model due to their scarcity and heavy-tailed distributions. Classical…