Zobrazeno 1 - 10
of 3 447
pro vyhledávání: '"Agarwala, P."'
In recent years, signSGD has garnered interest as both a practical optimizer as well as a simple model to understand adaptive optimizers like Adam. Though there is a general consensus that signSGD acts to precondition optimization and reshapes noise,
Externí odkaz:
http://arxiv.org/abs/2411.12135
Autor:
Mondal, Saikat, Agarwala, Adhip
Metastable phases, in general, are unstable to nucleating droplets of the order defining the global free energy minima. However, whether such a droplet grows or shrinks relies on a competition between the surface tension and bulk energy density. We s
Externí odkaz:
http://arxiv.org/abs/2408.11102
Autor:
Hosp, Benedikt W., Severitt, Björn, Agarwala, Rajat, Rusak, Evgenia, Sauer, Yannick, Wahl, Siegfried
In an era where personalized technology is increasingly intertwined with daily life, traditional eye-tracking systems and autofocal glasses face a significant challenge: the need for frequent, user-specific calibration, which impedes their practicali
Externí odkaz:
http://arxiv.org/abs/2408.03591
CultureVo, Inc. has developed the Integrated Culture Learning Suite (ICLS) to deliver foundational knowledge of world cultures through a combination of interactive lessons and gamified experiences. This paper explores how Generative AI powered by ope
Externí odkaz:
http://arxiv.org/abs/2407.20685
Autor:
Roulet, Vincent, Agarwala, Atish, Grill, Jean-Bastien, Swirszcz, Grzegorz, Blondel, Mathieu, Pedregosa, Fabian
Curvature information -- particularly, the largest eigenvalue of the loss Hessian, known as the sharpness -- often forms the basis for learning rate tuners. However, recent work has shown that the curvature information undergoes complex dynamics duri
Externí odkaz:
http://arxiv.org/abs/2407.06183
Autor:
Singh, Rahul, Agarwala, Adhip
Advances in engineering mesoscopic quantum devices have led to new material platforms where electronic transport can be achieved on foldable structures. In this respect, we study quantum phases and their transitions on a Kirigami structure, a Japanes
Externí odkaz:
http://arxiv.org/abs/2406.14645
The success of modern machine learning is due in part to the adaptive optimization methods that have been developed to deal with the difficulties of training large models over complex datasets. One such method is gradient clipping: a practical proced
Externí odkaz:
http://arxiv.org/abs/2406.11733
Autor:
Barbhuiya, Noman Hanif, Mohanty, Pritam K., Mondal, Saikat, Hussian, Aminul, Agarwala, Adhip, Mishra, Chandan K.
Vapor deposition, known for precise structural control, is inevitably influenced by impurities. These impurities, often distinct from the depositing material, can significantly impact material properties, including local structure. Interestingly, the
Externí odkaz:
http://arxiv.org/abs/2404.19425
Autor:
Agarwala, Atish, Pennington, Jeffrey
Recent empirical and theoretical work has shown that the dynamics of the large eigenvalues of the training loss Hessian have some remarkably robust features across models and datasets in the full batch regime. There is often an early period of progre
Externí odkaz:
http://arxiv.org/abs/2404.19261
Autor:
Pachhal, Subrata, Agarwala, Adhip
Entanglement measures have emerged as one of the versatile probes to diagnose quantum phases and their transitions. Universal features in them expand their applicability to a range of systems, including those with quenched disorder. In this work, we
Externí odkaz:
http://arxiv.org/abs/2403.15541