Quantum cat strategy reduces errors and speeds up quantum computing

A familiar thought experiment about a hidden cat has helped scientists take a meaningful step toward building reliable ...
GitHub

paroquant_pairwise_rotation_quantization_for_efficient_reasoning_llm_inference.md

ParoQuant is proposed to eliminate weight outliers via hardware-efficient and optimizable independent Givens rotations combined with channel scaling, achieving high-accuracy, low-overhead 4-bit weight ...
Frontiers

Non-linearity, complexity, and quantization concepts in biology

Founders of quantum mechanics (QM) anticipated that revisions to classical physics due to strange elements of quantum reality, would necessitate similar changes in biology. Complexity theory, systems ...
IEEE

Quantization Design for Distributed Optimization

Abstract: We consider the problem of solving a distributed optimization problem using a distributed computing platform, where the communication in the network is limited: each node can only ...
IEEE

Specifying Quantization Characteristics for Required Lifetime Prognostic Performance

Abstract: The accuracy of lifetime prediction is significantly influenced by the quality of condition monitoring (CM) data, and both forward and reversed problems related to this issue have been ...