Title
Deep Double Descent: Where Bigger Models and More Data Hurt Preetum Nakkiran Gal Kaplun Yamini Bansal Tristan Yang Boaz Barak Ilya Sutskever 119 935 0 04 Dec 2019
PIQA: Reasoning about Physical Commonsense in Natural Language Yonatan Bisk Rowan Zellers Ronan Le Bras Jianfeng Gao Yejin Choi OOD LRM 116 1,776 0 26 Nov 2019
Carpe Diem, Seize the Samples Uncertain "At the Moment" for Adaptive Batch Selection Hwanjun Song Minseok Kim Sundong Kim Jae-Gil Lee 39 16 0 19 Nov 2019
CCNet: Extracting High Quality Monolingual Datasets from Web Crawl Data Guillaume Wenzek Marie-Anne Lachaux Alexis Conneau Vishrav Chaudhary Francisco Guzmán Armand Joulin Edouard Grave 81 654 0 01 Nov 2019
Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer Colin Raffel Noam M. Shazeer Adam Roberts Katherine Lee Sharan Narang Michael Matena Yanqi Zhou Wei Li Peter J. Liu AIMat 367 20,053 0 23 Oct 2019
Aleatoric and Epistemic Uncertainty in Machine Learning: An Introduction to Concepts and Methods Eyke Hüllermeier Willem Waegeman PER UD 198 1,405 0 21 Oct 2019
Accelerating Deep Learning by Focusing on the Biggest Losers Angela H. Jiang Daniel L.-K. Wong Giulio Zhou D. Andersen J. Dean ... Gauri Joshi M. Kaminsky M. Kozuch Zachary Chase Lipton Padmanabhan Pillai 54 121 0 02 Oct 2019
Distributionally Robust Language Modeling Yonatan Oren Shiori Sagawa Tatsunori B. Hashimoto Percy Liang OOD 68 172 0 04 Sep 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 514 24,351 0 26 Jul 2019
Selection via Proxy: Efficient Data Selection for Deep Learning Cody Coleman Christopher Yeh Stephen Mussmann Baharan Mirzasoleiman Peter Bailis Percy Liang J. Leskovec Matei A. Zaharia 73 345 0 26 Jun 2019
MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms Aida Amini Saadia Gabriel Shanchuan Lin Rik Koncel-Kedziorski Yejin Choi Hannaneh Hajishirzi AIMat ReLM AI4CE 100 565 0 30 May 2019
BoolQ: Exploring the Surprising Difficulty of Natural Yes/No Questions Christopher Clark Kenton Lee Ming-Wei Chang Tom Kwiatkowski Michael Collins Kristina Toutanova 205 1,511 0 24 May 2019
HellaSwag: Can a Machine Really Finish Your Sentence? Rowan Zellers Ari Holtzman Yonatan Bisk Ali Farhadi Yejin Choi 145 2,446 0 19 May 2019
Understanding Learning Dynamics Of Language Models with SVCCA Naomi Saphra Adam Lopez 55 94 0 01 Nov 2018
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.4K 94,511 0 11 Oct 2018
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering Todor Mihaylov Peter Clark Tushar Khot Ashish Sabharwal 94 1,516 0 08 Sep 2018
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge Peter Clark Isaac Cowhey Oren Etzioni Tushar Khot Ashish Sabharwal Carissa Schoenick Oyvind Tafjord ELM RALM LRM 134 2,567 0 14 Mar 2018
Not All Samples Are Created Equal: Deep Learning with Importance Sampling Angelos Katharopoulos François Fleuret 72 517 0 02 Mar 2018
Active Bias: Training More Accurate Neural Networks by Emphasizing High Variance Samples Haw-Shiuan Chang Erik Learned-Miller Andrew McCallum 73 352 0 24 Apr 2017
Online Batch Selection for Faster Training of Neural Networks I. Loshchilov Frank Hutter ODL 82 300 0 19 Nov 2015
Prioritized Experience Replay Tom Schaul John Quan Ioannis Antonoglou David Silver OffRL 210 3,786 0 18 Nov 2015