tensor 8 representation 7 approximation 6 format 6 train 6 TT-decomposition 5 pytorch 5 tensor-decomposition 5 cross 4 tensor-train 4 low-rank-approximation 3 tensor-trains 3 adaptation 3 deberta 3 deep-learning 3 gpt-2 3 optimization 3 gpt-3 3 language-model 3 roberta 3 lora 3 als 2 anova 2 discrete-optimization 2 tensor-decomposition-algorithms 2 function 2 density 2 multidimensional-arrays 2 gradient-free-optimization 2 jax 2 tucker 2 multidimensional 2 positive-definite-matrices 1 orthogonality 1 manifold-optimization 1 gradient-free 1 invertible-neural-networks 1 constrained-optimization 1 Pytorch 1 Optimization on Manifolds 1 Constrained Optimization 1 optimization-methods 1 optimization-algorithm 1 method 1 TT 1 vector 1 matrix 1 positive-semi-definite 1 large-language-models 1 memory-efficient-learning 1 quantization 1 cpu-offload 1 high-throughput 1 llm-inference 1 long-context 1 Derivative-free 1 multivariate 1 array 1 research 1 sparse-attention 1 hierarchical 1 benchmarks 1 update 1 one 1 rank 1 rank-1 1 surrogate-models 1 surrogate-modelling 1 approximation-algorithms 1 vbmf 1 truncated-svd 1 network-compression 1 network-acceleration 1 model-compression 1 model-acceleration 1 deep-neural-networks 1 cp-decomposition 1 linear-algebra 1 linear-operator 1 minimization 1 fokkerplanck 1 fokker-planck-equations 1 fokker-planck-equation 1 fokker-planck 1 estimation 1 probability 1 equation 1 Fokker-Planck 1 machine-learning 1 artificial-intelligence 1 Lowrankdensity 1 rank-1-update 1 rank-1-downdate 1 cholesky-factorization 1 cholesky 1 downdate 1