Zobrazeno 1 - 10
of 3 227
pro vyhledávání: '"Gabdullin A."'
Autor:
Gabdullin, Nikita
This paper studies generalization capabilities of neural networks (NNs) using new and improved PyTorch library Loss Landscape Analysis (LLA). LLA facilitates visualization and analysis of loss landscapes along with the properties of NN Hessian. Diffe
Externí odkaz:
http://arxiv.org/abs/2412.10146
Autor:
Gabdullin, Nikita
This paper studies a combined person reidentification (re-id) method that uses human parsing, analytical feature extraction and similarity estimation schemes. One of its prominent features is its low computational requirements so it can be implemente
Externí odkaz:
http://arxiv.org/abs/2412.05076
This paper presents neural networks for network intrusion detection systems (NIDS), that operate on flow data preprocessed with a time window. It requires only eleven features which do not rely on deep packet inspection and can be found in most NIDS
Externí odkaz:
http://arxiv.org/abs/2410.18658
Let $\delta(p)$ tend to zero arbitrarily slowly as $p\to\infty$. We exhibit an explicit set $\mathcal{S}$ of primes $p$, defined in terms of simple functions of the prime factors of $p-1$, for which the least primitive root of $p$ is $\le p^{1/4-\del
Externí odkaz:
http://arxiv.org/abs/2410.04649
Despite recent success in discriminative approaches in monocular depth estimation its quality remains limited by training datasets. Generative approaches mitigate this issue by leveraging strong priors derived from training on internet-scale datasets
Externí odkaz:
http://arxiv.org/abs/2409.15010
Leveraging 3D semantics for direct 3D reconstruction has a great potential yet unleashed. For instance, by assuming that walls are vertical, and a floor is planar and horizontal, we can correct distorted room shapes and eliminate local artifacts such
Externí odkaz:
http://arxiv.org/abs/2406.12054
Autor:
Gabdullin, Nikita
Autoencoders (AE) are simple yet powerful class of neural networks that compress data by projecting input into low-dimensional latent space (LS). Whereas LS is formed according to the loss function minimization during training, its properties and top
Externí odkaz:
http://arxiv.org/abs/2402.08441
We prove that for any $\epsilon>0$ and any trigonometric polynomial $f$ with frequencies in the set $\{n^3: N \leq n\leq N+N^{2/3-\epsilon}\}$, one has $$ \|f\|_4 \ll \epsilon^{-1/4}\|f\|_2 $$ with implied constant being absolute. We also show that t
Externí odkaz:
http://arxiv.org/abs/2311.14937
Autor:
Ford, Kevin, Gabdullin, Mikhail R.
We show that for any polynomial $f$ from the integers to the integers, with positive leading coefficient and irreducible over the rationals, if $x$ is large enough then there is a string of $(\log x)(\log\log x)^{1/835}$ consecutive integers $n \in [
Externí odkaz:
http://arxiv.org/abs/2310.20449
For a function $f\colon \mathbb{N}\to\mathbb{N}$, let $$ N^+_f(x)=\{n\leq x: n=k+f(k) \mbox{ for some } k\}. $$ Let $\tau(n)=\sum_{d|n}1$ be the divisor function, $\omega(n)=\sum_{p|n}1$ be the prime divisor function, and $\varphi(n)=\#\{1\leq k\leq
Externí odkaz:
http://arxiv.org/abs/2306.16035