Overcoming systematic softening in universal machine learning interatomic potentials by fine-tuning

Kavli Affiliate: Kristin A. Persson | First 5 Authors: Bowen Deng, Yunyeong Choi, Peichen Zhong, Janosh Riebesell, Shashwat Anand | Summary: Machine learning interatomic potentials (MLIPs) have introduced a new paradigm for atomic simulations. Recent advancements have seen the emergence of universal MLIPs (uMLIPs) that are pre-trained on diverse materials datasets, providing opportunities for both […]


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Super-Resolving Blurry Images with Events

Kavli Affiliate: Xiang Zhang | First 5 Authors: Chi Zhang, Mingyuan Lin, Xiang Zhang, Chenxu Jiang, Lei Yu | Summary: Super-resolution from motion-blurred images poses a significant challenge due to the combined effects of motion blur and low spatial resolution. To address this challenge, this paper introduces an Event-based Blurry Super Resolution Network (EBSR-Net), which […]


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Power-law entanglement and Hilbert space fragmentation in non-reciprocal quantum circuits

Kavli Affiliate: Joel E. Moore | First 5 Authors: Kai Klocke, Joel E. Moore, Michael Buchhold, , | Summary: Quantum circuits utilizing measurement to evolve a quantum wave function offer a new and rich playground to engineer unconventional entanglement dynamics. Here we introduce a hybrid, non-reciprocal setup featuring a quantum circuit, whose updates are conditioned […]


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Anomalous properties of spark plasma sintered boron nitride solids

Kavli Affiliate: Xiang Zhang | First 5 Authors: Abhijit Biswas, Peter Serles, Gustavo A. Alvarez, Jesse Schimpf, Michel Hache | Summary: Hexagonal boron nitride (h-BN) is brittle, however, its atomic-scale structural engineering can lead to unprecedented physical properties. Here we report the bulk synthesis of high-density crystalline h-BN solids by using high-temperature spark plasma sintering […]


Continue.. Anomalous properties of spark plasma sintered boron nitride solids

Anomalous properties of spark plasma sintered boron nitride solids

Kavli Affiliate: Xiang Zhang | First 5 Authors: Abhijit Biswas, Peter Serles, Gustavo A. Alvarez, Jesse Schimpf, Michel Hache | Summary: Hexagonal boron nitride (h-BN) is brittle, however, its atomic-scale structural engineering can lead to unprecedented physical properties. Here we report the bulk synthesis of high-density crystalline h-BN solids by using high-temperature spark plasma sintering […]


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Single and Multi-Hop Question-Answering Datasets for Reticular Chemistry with GPT-4-Turbo

Kavli Affiliate: Omar M. Yaghi | First 5 Authors: Nakul Rampal, Kaiyu Wang, Matthew Burigana, Lingxiang Hou, Juri Al-Johani | Summary: The rapid advancement in artificial intelligence and natural language processing has led to the development of large-scale datasets aimed at benchmarking the performance of machine learning models. Herein, we introduce ‘RetChemQA,’ a comprehensive benchmark […]


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Spontaneous Conducting Boundary Channels in 1T-TaS$_{2}$

Kavli Affiliate: Jeffrey B. Neaton | First 5 Authors: T. R. Devidas, Jonathan T. Reichanadter, Shannon C. Haley, Matan Sterenberg, Joel E. Moore | Summary: Materials that transition between metal and insulator, the two opposing states that distinguish all solids, are fascinating because they underlie many mysteries in the physics of the solid state. In […]


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Spontaneous Conducting Boundary Channels in 1T-TaS$_{2}$

Kavli Affiliate: Joel E. Moore | First 5 Authors: T. R. Devidas, Jonathan T. Reichanadter, Shannon C. Haley, Matan Sterenberg, Joel E. Moore | Summary: Materials that transition between metal and insulator, the two opposing states that distinguish all solids, are fascinating because they underlie many mysteries in the physics of the solid state. In […]


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Dark Metastable Conduction Channels near a Metal-Insulator Transition

Kavli Affiliate: Jeffrey B. Neaton | First 5 Authors: T. R. Devidas, Dror Yahav, Jonathan T. Reichanadter, Shannon C. Haley, Matan Sterenberg | Summary: Materials that transition between metal and insulator, the two main states that distinguish all solids, are fascinating because they underlie many mysteries at the frontier of solid state physics. In 1T-TaS$_{2}$, […]


Continue.. Dark Metastable Conduction Channels near a Metal-Insulator Transition

Dark Metastable Conduction Channels near a Metal-Insulator Transition

Kavli Affiliate: Joel E. Moore | First 5 Authors: T. R. Devidas, Dror Yahav, Jonathan T. Reichanadter, Shannon C. Haley, Matan Sterenberg | Summary: Materials that transition between metal and insulator, the two main states that distinguish all solids, are fascinating because they underlie many mysteries at the frontier of solid state physics. In 1T-TaS$_{2}$, […]


Continue.. Dark Metastable Conduction Channels near a Metal-Insulator Transition