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20 results for β€œtensor algebra”

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cs.CCmath.RATheoreticalRecentJun 6, 2026

Kronecker products and iterated matrix multiplication

Christian Ikenmeyer

This paper explores the properties of the Kronecker product of tensors and its applications to polynomial complexity theory.

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stat.MLcs.LGEmpiricalRecentJul 8, 2026

Tensorized algorithms and scalable filtering methods for hidden Markov and factorial hidden Markov models

Roxana Barrios, Ioannis Sgouralis

This paper develops scalable methods for time-series analysis using tensor algebra in factorial hidden Markov models, improving computational performance and enabling analysis of large systems.

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cs.CCmath.AGmath.RATheoreticalRecentAug 10, 2026

Polynomial Bounds on Degeneration Order from Commutativity Properties of Tensor Slices

Shree Ganesh, Pascal Koiran, Rafael Oliveira

This paper studies the error degree and degeneration order of tensors, improving upon results from Lehmkuhl Lickteig (1989).

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cs.CCcs.DSTheoreticalRecentJul 2, 2026

Partition Rank and Algebraic Circuit Lower Bounds

Cornelius Brand, Petteri Kaski, Jiaheng Wang

This paper connects a generalized notion of tensor rank with multiplicative complexity, enabling control of arithmetic complexity in any constant degree of multilinearity and applications to fine-grai…

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cs.DScs.CCmath.AGTheoreticalRecentOct 23, 2026

Structure and Exact Certification of Nonnegative Tensor Decompositions

Haoming Wang, Ming Yuan

This paper presents a deterministic algorithm for computing nonnegative tensor decompositions and determining their minimality and uniqueness.

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stat.MLcs.LGstat.MEEmpiricalRecentJun 16, 2026

Tensor-based second-order causal discovery

Nathan Ouyang, Kexin Wan, Anna Seigal

This paper proposes an algorithm called Tensor-based Second-order Causal Discovery (TSCD) to uncover causal dependencies among variables.

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cs.CCcs.DMmath.COTheoreticalRecentOct 25, 2026

Asymptotic Rank of Complete Graph Tensors

Huanyi Zhou

The paper studies the asymptotic rank of the tensor associated with the complete graph and provides upper and lower bounds.

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stat.MLcs.LGEmpiricalRecentJul 21, 2026

Algebraic Signatures for Structural Learning in Probability Tensors

Akihiro Maeda, Shohei Hidaka, Satoshi Aoki

This paper presents a method for identifying probabilistic structures from empirical probability tensors using algebraic statistics and Kronecker-stack class of configuration matrices.

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cs.LGcs.AIRecentMay 28, 2026

Automatically Differentiable Nonlinear Tensor Networks (ADNTNs) for Exponential Compression of Deep Neural Networks

Andrzej Cichocki, Michal Wietczak

The paper introduces Automatically Differentiable Nonlinear Tensor Networks (ADNTNs) to achieve massive, structured compression of deep neural networks, demonstrating compression ratios up to 77,000x…

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math.COcs.ITTheoreticalRecentJul 3, 2026

The multilinear forms Cayley graph and the eigenvalue method for tensor codes

Eimear Byrne, Lucien FranΓ§ois

This paper generalizes the connection between graph theory, association schemes, and coding theory to the space of tensors over a finite field, and derives the spectrum of the corresponding graph.

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cs.MScs.DCmath.NAEmpiricalRecentJul 8, 2026

Multiple Double Arithmetic on NVIDIA Tensor Cores

Howard Chen, Jan Verschelde

The paper presents a solution to enable multiple double arithmetic on NVIDIA A100 tensor cores, which are unsuited for branching operations caused by renormalization.

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math.NAcs.ITEmpiricalRecentOct 25, 2026

Dynamics-Aware Sampling and Recovery for Tensor-Valued Dynamical Systems

Seok-Young Chung, Longxiu Huang, Yisen Wang

The paper studies sampling and recovery for tensor-valued dynamical systems using partial spatial observations over time.

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cs.PLcs.MSTheoreticalRecentOct 30, 2026

Grassmann: The Coordinate-Independent Linear Algebra Programming Language

Theadora Fields Collin, Gilbert Bernstein, Oded Stein, Saman Amarasinghe

The paper proposes a language called Grassmann that bridges coordinate-independent linear algebra and coordinate-dependent implementations.

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cs.CCcs.DSTheoreticalRecentSep 18, 2026

A lower bound for $\langle 3,2,m \rangle$ matrix multiplication

Askar Tsyganov, Uliana Parkina, Sergey Samsonov, Maxim Rakhuba

The paper proves a lower bound on the bilinear complexity of matrix multiplication and formally verifies the result in Lean 4.

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math.AGcs.CCmath.RTTheoreticalRecentJul 2, 2026

Computing the continuous symmetries of a parametrized variety

Benjamin Biaggi, Jan Draisma, Fulvio Gesmundo, Aida Maraj +1 more

This paper presents a polynomial-time Monte Carlo algorithm to determine the symmetry Lie algebra of a parametrized variety directly from the parametrization.

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cs.ITmath.COTheoreticalRecentJun 12, 2026

Block Tensor Rank of Sum-Rank Metric Codes

Huimin Lao, Huy Pham, Hoang Ta, Van Khu Vu

This paper introduces and studies the block tensor rank of sum-rank metric codes, showing its additive decomposition and deriving lower bounds.

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