Zobrazeno 1 - 10
of 701
pro vyhledávání: '"Mahankali A"'
Mathematical theorem proving is an important testbed for large language models' deep and abstract reasoning capability. This paper focuses on improving LLMs' ability to write proofs in formal languages that permit automated proof verification/evaluat
Externí odkaz:
http://arxiv.org/abs/2411.01829
The ability to efficiently explore high-dimensional state spaces is essential for the practical success of deep Reinforcement Learning (RL). This paper introduces a new exploration technique called Random Latent Exploration (RLE), that combines the s
Externí odkaz:
http://arxiv.org/abs/2407.13755
Autor:
Fang, Yuan, Mahankali, Mounica, Wang, Yiming, Chen, Lei, Hu, Haoyu, Paschen, Silke, Si, Qimiao
Strong correlations in matter promote a landscape of quantum phases and associated quantum critical points. For metallic systems, there is increasing recognition that the quantum criticality goes beyond the Landau framework and, thus, novel means are
Externí odkaz:
http://arxiv.org/abs/2402.18552
The usage of drones and rovers helps to overcome the limitations of traditional agriculture which has been predominantly human-intensive, for carrying out tasks such as removal of weeds and spraying of fertilizers and pesticides. Drones and rovers ar
Externí odkaz:
http://arxiv.org/abs/2308.04794
Recent works have empirically analyzed in-context learning and shown that transformers trained on synthetic linear regression tasks can learn to implement ridge regression, which is the Bayes-optimal predictor, given sufficient capacity [Aky\"urek et
Externí odkaz:
http://arxiv.org/abs/2307.03576
Despite recent theoretical progress on the non-convex optimization of two-layer neural networks, it is still an open question whether gradient descent on neural networks without unnatural modifications can achieve better sample complexity than kernel
Externí odkaz:
http://arxiv.org/abs/2306.16361
Publikováno v:
Nature Communications, Vol 15, Iss 1, Pp 1-15 (2024)
Abstract Typhoidal Salmonella enterica serovars, such as Typhi and Paratyphi A, cause severe systemic infections, thereby posing a significant threat as human-adapted pathogens. This study focuses on cytolysin A (ClyA), a virulence factor essential f
Externí odkaz:
https://doaj.org/article/26c63a02280d431d9061232e187111c8
Autor:
Mahankali, Srinath, Yang, Yunan
This work analyzes the forward and inverse scattering series for scalar waves based on the Helmholtz equation and the diffuse waves from the time-independent diffusion equation, which are important PDEs in various applications. Different from previou
Externí odkaz:
http://arxiv.org/abs/2208.07931
We study low rank approximation of tensors, focusing on the tensor train and Tucker decompositions, as well as approximations with tree tensor networks and more general tensor networks. For tensor train decomposition, we give a bicriteria $(1 + \eps)
Externí odkaz:
http://arxiv.org/abs/2207.07417
Recently, neural networks have demonstrated remarkable capabilities in mapping two arbitrary sets to two linearly separable sets. The prospect of achieving this with randomly initialized neural networks is particularly appealing due to the computatio
Externí odkaz:
http://arxiv.org/abs/2205.11716