Matrix product operators, matrix product states, and ab initio density matrix renormalization group algorithms
PulseAugur coverage of Matrix product operators, matrix product states, and ab initio density matrix renormalization group algorithms — every cluster mentioning Matrix product operators, matrix product states, and ab initio density matrix renormalization group algorithms across labs, papers, and developer communities, ranked by signal.
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New framework integrates quantum circuits into LLMs, reducing parameters and boosting performance
Researchers have developed a novel framework that integrates quantum computing with pre-trained large language models (LLMs). This hybrid approach replaces weight matrices in LLMs with variational quantum circuits, sign…
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New MPO-based framework enhances polynomial function approximation
Researchers have introduced a new framework called Multivariate Polynomial Optimization based on Matrix Product Operators (MPO)$^2$. This approach combines learned MPO feature embeddings with compact polynomial weight t…
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New algorithms offer efficient finite initialization for tensorized neural networks
Researchers have developed novel algorithms for initializing layers in tensorized neural networks and tensor network algorithms. These methods utilize partial computations of Frobenius norms and positive lineal entrywis…