2.4k citations · 3.8k across the 11 of their papers we have counts for
12 papers
Fourier-Based Augmentations for Improved Robustness and Uncertainty Calibration
Ryan Soklaski, Michael Yee, Theodoros Tsiligkaridis
Diverse data augmentation strategies are a natural approach to improving robustness in computer vision models against unforeseen shifts in data distribution. However, the ability t…
Knowledge-Integrated Informed AI for National Security
Anu K. Myne, Kevin J. Leahy, Ryan J. Soklaski
The state of artificial intelligence technology has a rich history that dates back decades and includes two fall-outs before the explosive resurgence of today, which is credited la…
Tools and Practices for Responsible AI Engineering
Ryan Soklaski, Justin Goodwin, Olivia Brown +2
Responsible Artificial Intelligence (AI) - the practice of developing, evaluating, and maintaining accurate AI systems that also exhibit essential properties such as robustness and…
Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning
David Mascharka, Philip Tran, Ryan Soklaski +1
Visual question answering requires high-order reasoning about an image, which is a fundamental capability needed by machine systems to follow complex directives. Recently, modular…
A Dramatically Growing Shear Rigidity Length Scale in a Supercooled Glass Former ()
Nicholas B. Weingartner, Ryan Soklaski, K. F. Kelton +1
Finding a suitably growing length scale that increases in tandem with the immense viscous slowdown of supercooled liquids is an open problem associated with the glass transition. H…
A locally preferred structure characterises all dynamical regimes of a supercooled liquid
Ryan Soklaski, Vy Tran, Zohar Nussinov +2
Recent experimental results suggest that metallic liquids universally exhibit a high-temperature dynamical crossover, which is correlated with the glass transition temperature ($T_…
Enhanced Thermoelectric Efficiency via Orthogonal Electrical and Thermal Conductances in Phosphorene
Ruixiang Fei, Alireza Faghaninia, Ryan Soklaski +3
Thermoelectric devices that utilize the Seebeck effect convert heat flow into electrical energy and are highly desirable for the development of portable, solid state, passively-pow…
Tunable Band Gap and Anisotropic Optical Response in Few-layer Black Phosphorus
Vy Tran, Ryan Soklaski, Yufeng Liang +1
We report the quasiparticle band gap, excitons, and highly anisotropic optical responses of few-layer black phosphorous (phosphorene). It is shown that these new materials exhibit…
New Mechanism for Strongly Bound Excitons in Gapless Two-Dimensional Structures
Yufeng Liang, Ryan Soklaski, Shouting Huang +4
Common wisdom asserts that bound excitons cannot form in high-dimensional (d>1) metallic structures because of their overwhelming screening and unavoidable resonance with nearby co…
Temperature Renormalization of Optical Spectra of Monolayer MoS2
Ryan Soklaski, Yufeng Liang, Changjian Zhang +3
Newly measured optical absorption and photoluminescence spectra reveal substantial frequency shifts of both exciton and trion peaks as monolayer MoS2 is cooled from 363 K to 4 K. F…
Quasiparticle band-edge energy and band offsets of monolayer of molybdenum and tungsten chalcogenide
Yufeng Liang, Shouting Huang, Ryan Soklaski +1
We report the quasiparticle energy of monolayer of molybdenum and tungsten dichalcogenides, MX2 (M=Mo, W; X=S, Se, Te). Beyond calculating bandgaps, we have achieved converged abso…
Connectivity of the Icosahedral Network and a Dramatically Growing Static Length Scale in Cu-Zr Binary Metallic Glasses
Ryan Soklaski, Zohar Nussinov, Zachary Markow +2
We report on and characterize, via molecular dynamics (MD) studies, the evolution of the structure of Cu50Zr50 and Cu64Zr36 metallic glasses (MGs) as temperature is varied. Interes…