Zobrazeno 1 - 10
of 1 770
pro vyhledávání: '"Surana, P."'
We present a novel variational quantum framework for nonlinear partial differential equation (PDE) constrained optimization problems. The proposed work extends the recently introduced bi-level variational quantum PDE constrained optimization (BVQPCO)
Externí odkaz:
http://arxiv.org/abs/2410.13688
Autor:
Beck, Jacob, Surana, Shikha, McAuliffe, Manus, Bent, Oliver, Barrett, Thomas D., Luis, Juan Jose Garau, Duckworth, Paul
Predicting the biophysical and functional properties of proteins is essential for in silico protein design. Machine learning has emerged as a promising technique for such prediction tasks. However, the relative scarcity of in vitro annotations means
Externí odkaz:
http://arxiv.org/abs/2410.08355
Autor:
Hidayetoglu, Mert, de Gonzalo, Simon Garcia, Slaughter, Elliott, Surana, Pinku, Hwu, Wen-mei, Gropp, William, Aiken, Alex
HiCCL (Hierarchical Collective Communication Library) addresses the growing complexity and diversity in high-performance network architectures. As GPU systems have envolved into networks of GPUs with different multilevel communication hierarchies, op
Externí odkaz:
http://arxiv.org/abs/2408.05962
Autor:
Majumder, Bodhisattwa Prasad, Surana, Harshit, Agarwal, Dhruv, Mishra, Bhavana Dalvi, Meena, Abhijeetsingh, Prakhar, Aryan, Vora, Tirth, Khot, Tushar, Sabharwal, Ashish, Clark, Peter
Can the rapid advances in code generation, function calling, and data analysis using large language models (LLMs) help automate the search and verification of hypotheses purely from a set of provided datasets? To evaluate this question, we present Di
Externí odkaz:
http://arxiv.org/abs/2407.01725
Autor:
Ranka, Hriday, Surana, Mokshit, Kothari, Neel, Pariawala, Veer, Banerjee, Pratyay, Surve, Aditya, Sankepally, Sainath Reddy, Jain, Raghav, Lalwani, Jhagrut, Mehta, Swapneel
It is becoming cheaper to launch disinformation operations at scale using AI-generated content, in particular 'deepfake' technology. We have observed instances of deepfakes in political campaigns, where generated content is employed to both bolster t
Externí odkaz:
http://arxiv.org/abs/2406.14290
Autor:
Surana, Amit, Gnanasekaran, Abeynaya
We present a novel variational quantum framework for linear partial differential equation (PDE) constrained optimization problems. Such problems arise in many scientific and engineering domains. For instance, in aerodynamics, the PDE constraints are
Externí odkaz:
http://arxiv.org/abs/2405.16651
Autor:
Pickard, Joshua, Stansbury, Cooper, Surana, Amit, Muir, Lindsey, Bloch, Anthony, Rajapakse, Indika
Biomarkers enable objective monitoring of a given cell or state in a biological system and are widely used in research, biomanufacturing, and clinical practice. However, identifying appropriate biomarkers that are both robustly measurable and capture
Externí odkaz:
http://arxiv.org/abs/2405.09809
Autor:
Gnanasekaran, Abeynaya, Surana, Amit
We develop a novel approach for efficiently applying variational quantum linear solver (VQLS) in context of structured sparse matrices. Such matrices frequently arise during numerical solution of partial differential equations which are ubiquitous in
Externí odkaz:
http://arxiv.org/abs/2404.16991
In this paper we consider aspects of geometric observability for hypergraphs, extending our earlier work from the uniform to the nonuniform case. Hypergraphs, a generalization of graphs, allow hyperedges to connect multiple nodes and unambiguously re
Externí odkaz:
http://arxiv.org/abs/2404.07480
Autor:
Janmohamed, Hannah, Wolinska, Marta, Surana, Shikha, Pierrot, Thomas, Walsh, Aron, Cully, Antoine
Crystal structures are indispensable across various domains, from batteries to solar cells, and extensive research has been dedicated to predicting their properties based on their atomic configurations. However, prevailing Crystal Structure Predictio
Externí odkaz:
http://arxiv.org/abs/2403.17164