SeedHijack forces attacker-chosen tokens in LLMs by manipulating PRNG outputs with 99.6-100% success across models and sampling methods, neutralized by a QRNG defense.
Quantum random number generators
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Apollo is a room-temperature 10000-node CMOS neuromorphic chip whose p-qubit network emulates transverse-field quantum annealing via Suzuki-Trotter and reportedly achieves lower energies than cryogenic QA on 3D spin-glass benchmarks across 300 realizations.
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Seed Hijacking of LLM Sampling and Quantum Random Number Defense
SeedHijack forces attacker-chosen tokens in LLMs by manipulating PRNG outputs with 99.6-100% success across models and sampling methods, neutralized by a QRNG defense.
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Quantum-Driven Neuromorphic Computing for Million-Qubit-Scale Workloads
Apollo is a room-temperature 10000-node CMOS neuromorphic chip whose p-qubit network emulates transverse-field quantum annealing via Suzuki-Trotter and reportedly achieves lower energies than cryogenic QA on 3D spin-glass benchmarks across 300 realizations.