1 code implementation • 6 Feb 2024 • Nora Belrose, Quintin Pope, Lucia Quirke, Alex Mallen, Xiaoli Fern
The distributional simplicity bias (DSB) posits that neural networks learn low-order moments of the data distribution first, before moving on to higher-order correlations.
no code implementations • 7 Mar 2022 • Ali Raza, E. Adrian Henle, Xiaoli Fern
Moreover, many of the properties that we aim to predict can often be obtained with little or no overhead on top of the DFT calculations used to produce the 3D geometry information, voiding the need for a predictive model.
no code implementations • 2 Dec 2020 • Ali Raza, Faaiq Waqar, Arni Sturluson, Cory Simon, Xiaoli Fern
Metal-organic framework (MOFs) are nanoporous materials that could be used to capture carbon dioxide from the exhaust gas of fossil fuel power plants to mitigate climate change.
no code implementations • 25 Sep 2019 • Lawrence Neal, Li Fuxin, Xiaoli Fern
In sequential tasks, planning-based agents have a number of advantages over model-free agents, including sample efficiency and interpretability.
no code implementations • NAACL 2019 • Rasha Obeidat, Xiaoli Fern, Hamed Shahbazi, Prasad Tadepalli
Fine-grained Entity typing (FGET) is the task of assigning a fine-grained type from a hierarchy to entity mentions in the text.
no code implementations • 11 Sep 2018 • J. Walker Orr, Prasad Tadepalli, Janardhan Rao Doppa, Xiaoli Fern, Thomas G. Dietterich
Scripts have been proposed to model the stereotypical event sequences found in narratives.
no code implementations • ECCV 2018 • Lawrence Neal, Matthew Olson, Xiaoli Fern, Weng-Keen Wong, Fuxin Li
In open set recognition, a classifier must label instances of known classes while detecting instances of unknown classes not encountered during training.
no code implementations • EMNLP 2018 • J. Walker Orr, Prasad Tadepalli, Xiaoli Fern
Detecting events and classifying them into predefined types is an important step in knowledge extraction from natural language texts.
no code implementations • 30 Mar 2012 • Ali Jalali, Javad Azimi, Xiaoli Fern, Ruofei Zhang
The exploration phase aims to select samples that shrink the search space as much as possible.