Zobrazeno 1 - 10
of 1 337
pro vyhledávání: '"Neklyudov, A"'
Autor:
Du, Yuanqi, Plainer, Michael, Brekelmans, Rob, Duan, Chenru, Noé, Frank, Gomes, Carla P., Aspuru-Guzik, Alán, Neklyudov, Kirill
Rare event sampling in dynamical systems is a fundamental problem arising in the natural sciences, which poses significant computational challenges due to an exponentially large space of trajectories. For settings where the dynamical system of intere
Externí odkaz:
http://arxiv.org/abs/2410.07974
Autor:
Atanackovic, Lazar, Zhang, Xi, Amos, Brandon, Blanchette, Mathieu, Lee, Leo J., Bengio, Yoshua, Tong, Alexander, Neklyudov, Kirill
Numerous biological and physical processes can be modeled as systems of interacting entities evolving continuously over time, e.g. the dynamics of communicating cells or physical particles. Learning the dynamics of such systems is essential for predi
Externí odkaz:
http://arxiv.org/abs/2408.14608
Autor:
Wang, Haorui, Skreta, Marta, Ser, Cher-Tian, Gao, Wenhao, Kong, Lingkai, Strieth-Kalthoff, Felix, Duan, Chenru, Zhuang, Yuchen, Yu, Yue, Zhu, Yanqiao, Du, Yuanqi, Aspuru-Guzik, Alán, Neklyudov, Kirill, Zhang, Chao
Molecular discovery, when formulated as an optimization problem, presents significant computational challenges because optimization objectives can be non-differentiable. Evolutionary Algorithms (EAs), often used to optimize black-box objectives in mo
Externí odkaz:
http://arxiv.org/abs/2406.16976
Autor:
Kong, Lingkai, Du, Yuanqi, Mu, Wenhao, Neklyudov, Kirill, De Bortoli, Valentin, Wu, Dongxia, Wang, Haorui, Ferber, Aaron, Ma, Yi-An, Gomes, Carla P., Zhang, Chao
Addressing real-world optimization problems becomes particularly challenging when analytic objective functions or constraints are unavailable. While numerous studies have addressed the issue of unknown objectives, limited research has focused on scen
Externí odkaz:
http://arxiv.org/abs/2402.18012
We construct two families of orthogonal polynomials associated with the universal central extensions of the superelliptic Lie algebras. These polynomials satisfy certain fourth order linear differential equations, and one of the families is a particu
Externí odkaz:
http://arxiv.org/abs/2402.02947
Autor:
Lin, Wu, Dangel, Felix, Eschenhagen, Runa, Neklyudov, Kirill, Kristiadi, Agustinus, Turner, Richard E., Makhzani, Alireza
Second-order methods such as KFAC can be useful for neural net training. However, they are often memory-inefficient since their preconditioning Kronecker factors are dense, and numerically unstable in low precision as they require matrix inversion or
Externí odkaz:
http://arxiv.org/abs/2312.05705
Autor:
Neklyudov, Kirill, Brekelmans, Rob, Tong, Alexander, Atanackovic, Lazar, Liu, Qiang, Makhzani, Alireza
The dynamical formulation of the optimal transport can be extended through various choices of the underlying geometry (kinetic energy), and the regularization of density paths (potential energy). These combinations yield different variational problem
Externí odkaz:
http://arxiv.org/abs/2310.10649
Publikováno v:
Международная аналитика, Vol 15, Iss 2, Pp 163-184 (2024)
This study examines the landscape of Russian International Relations (IR) scholarship, offering a quantitative analysis of thematic trends in Russian IR publications using data from the OpenAlex bibliographic database. We employed Structural Topic M
Externí odkaz:
https://doaj.org/article/87700e7b48a94591a27a3eabff49b39f
Publikováno v:
Open Mathematics, Vol 22, Iss 1, Pp 212-244 (2024)
We consider the tensor products of square matrices of different sizes and introduce the stretching maps, which can be viewed as a generalized matricization. Stretching maps conserve algebraic properties of the tensor product, but are not necessarily
Externí odkaz:
https://doaj.org/article/f6793547b71d4e5aab1a1101d28954ec
Autor:
Neklyudov, Kirill, Nys, Jannes, Thiede, Luca, Carrasquilla, Juan, Liu, Qiang, Welling, Max, Makhzani, Alireza
Solving the quantum many-body Schr\"odinger equation is a fundamental and challenging problem in the fields of quantum physics, quantum chemistry, and material sciences. One of the common computational approaches to this problem is Quantum Variationa
Externí odkaz:
http://arxiv.org/abs/2307.07050