QHap reformulates haplotype phasing as a Max-Cut problem solved via GPU-accelerated ballistic simulated bifurcation, achieving 4–20× speedup over HapCUT2/WhatsHap with zero switch error on MHC region across CycloneSEQ, HiFi, and ONT platforms.
#QuantumInspired #HaplotypePhasing #Bioinformatics
QWIO-JPEG replaces JPEG's static quantization table with a quantum-walk-inspired optimizer, achieving 3–10 dB PSNR gains across MNIST, CIFAR-10, ImageNet, and medical imaging datasets while maintaining full standard decoder compatibility.
#QuantumInspired #ImageCompression #Research
QIVNOM runs on classical edge-cloud hardware to jointly optimize V2V/V2I routing and traffic signals, achieving 57.3ms latency (~20% below best baseline), 96.7% packet delivery, and 11-13% travel time reduction in SUMO/OMNeT++ simulations.
#QuantumInspired #SmartCities #Research
Quantum‑Inspired K‑Means Improves Clustering Accuracy
Researchers released a quantum‑inspired K‑means algorithm (arXiv v2, September 2025) that outperforms classical K‑means, achieving higher Adjusted Rand Index scores on Iris and MNIST. getnews.me/quantum-inspired-k-means... #quantuminspired #kmeans
PEPS: Quantum-Inspired RL Boosts Reasoning Coherence in LLMs
A quantum‑inspired RL method uses PEPS fidelity rewards with PPO to boost reasoning coherence, achieving higher scores on GSM8K, StrategyQA and EntailmentBank. Read more: getnews.me/peps-quantum-inspired-rl... #quantuminspired #llm #reasoningcoherence
Quantum-Inspired Stacked Model Boosts Diabetes Risk Prediction
A quantum‑inspired stacked model achieved an out‑of‑fold F1 score of 0.8933 and AUC of 0.8699 on the PIMA Indians Diabetes dataset, running at ~8.5 rows per second on CPU. Read more: getnews.me/quantum-inspired-stacked... #quantuminspired #diabetes
UCLA Engineers Demonstrate Room-Temperature Quantum‑Inspired Computer
UCLA and UC Riverside engineers built a room‑temperature computer with coupled oscillators made from charge‑density‑wave material (tantalum sulfide), promising low‑power optimization. getnews.me/ucla-engineers-demonstra... #quantuminspired #ucla
