Michael Gerber, Ronald Schroeter, Li Xiaomeng, Mohammed Elhenawy

Keywords Abstract Paper

conditionally automated vehicles, self-interruption, attention management, non-driving related task, task engagement, human-automation interaction

Maksim Kaledin, Eric Moulines, Alexey Naumov and

Vladislav Tadic, Hoi-To Wai

Keywords Abstract Paper

Stochastic optimization, Reinforcement learning

Soufiane Hayou, Jean-Francois Ton, Arnaud Doucet, Yee Whye Teh

Keywords Abstract Paper

Pruning, Compression, Initialization

Wenzheng Li, Paul Liu, Jan Vondrák

Keywords Abstract Paper

submodular, optimization, symmetry gap, lower bound, adaptive model

Ofer Magen, Shiri Chechik

Keywords Abstract Paper

Fault tolerance, Replacement Paths, Combinatorial algorithms, Conditional lower bounds

Edward Kim, Jocelyn Rego, Yijing Watkins, Garrett T. Kenyon

Keywords Abstract Paper

adversarial examples, sparse coding, retina, cortex, neuron, biology, robust, feedback

Nick Doudchenko, Khashayar Khosravi, Jean Pouget-Abadie and

Sébastien Lahaie, Miles Lubin, Vahab Mirrokni, Jann Spiess, guido imbens

Keywords Abstract Paper

optimization, causality

Julia Chuzhoy, Merav Parter, Zihan Tan

Keywords Abstract Paper

Spanning tree, packing, edge-connectivity

Jake Roemer, Kaan Genç, Michael D. Bond

Keywords Abstract Paper

dynamic predictive analysis, Data race detection

Xun Qian, Peter Richtarik, Tong Zhang

Keywords Abstract Paper

machine learning

Hyunjik Kim, George Papamakarios, Andriy Mnih

Keywords Abstract Paper

Theory, Deep learning Theory

Ritwik Giri, Fangzhou Cheng, Karim Helwani and

Srikanth V. Tenneti, Umut Isik, Arvindh Krishnaswamy

Keywords Abstract Paper

Feng Zhang, Xiatian Zhu, Hanbin Dai and

Mao Ye, Ce Zhu

Keywords Abstract Paper

human pose estimation, heatmap representation, heatmap-to-coordinate transformation, keypoint localization.

Hongjie Cai, Yaofeng Tu, Xiangsheng Zhou and

Jianfei Yu, Rui Xia

Keywords Abstract Paper

Yiding Yang, Zunlei Feng, Mingli Song, Xinchao Wang

Keywords Abstract Paper

Zhengyu Zhao, Zhuoran Liu, Martha Larson

Keywords Abstract Paper

adversarial examples, color filter, image enhancement, image quality, transferability, deep neural networks

Sven Hertling, Heiko Paulheim

Keywords Abstract Paper

Hanlei Zhang, Hua Xu, Ting-En Lin, Rui Lyu

Keywords Abstract Paper

Linjian Ma, Edgar Solomonik

Keywords Abstract Paper

optimization

Siwei Liu, Iadh Ounis, Craig Macdonald, Zaiqiao Meng

Keywords Abstract Paper

recommendation, graph neural network, collaborative filtering

Wanrong Zhang, Gautam Kamath, Rachel Cummings

Keywords Abstract Paper

Algorithms, Meta-Learning, Algorithms, Multitask and Transfer Learning, Social Aspects of Machine Learning, Privacy, Anonymity, and Security

Christopher Anders, Ann-Kathrin Dombrowski, Klaus-robert Mueller and

Pan Kessel, Plamen Pasliev

Keywords Abstract Paper

Accountability, Transparency and Interpretability

Chengshuai Shi, Haifeng Xu, Wei Xiong, Cong Shen

Keywords Abstract Paper

reinforcement learning and planning, bandits

Dong Quan Vu, Kimon Antonakopoulos, Panayotis Mertikopoulos

Keywords Abstract Paper

theory

Jiatong Shi, Jonathan D. Amith, Rey Castillo Garcı́a and

Esteban Guadalupe Sierra, Kevin Duh, Shinji Watanabe

Keywords Abstract Paper

Olivier Bousquet, Roi Livni, Shay Moran

Keywords Abstract Paper

Algorithms -> Stochastic Methods; Deep Learning -> Optimization for Deep Networks, Optimization -> Stochastic Optimization

Dan Alistarh, James Aspnes, Faith Ellen and

Rati Gelashvili, Leqi Zhu

Keywords Abstract Paper

impossibility proofs, set agreement, valency arguments

Steffen Schneider, Evgenia Rusak, Luisa Eck and

Oliver Bringmann, Wieland Brendel, Matthias Bethge

Keywords Abstract Paper

Bingyao Huang, Ruyi Lian, Dimitris Samaras, Haibin Ling

Keywords Abstract Paper

Idan Kligvasser, Tomer Michaeli

Keywords Abstract Paper

Namhoon Lee, Thalaiyasingam Ajanthan, Philip Torr, Martin Jaggi

Keywords Abstract Paper

sparsity, neural network training, data parallelism

Kun-Peng Ning, Lue Tao, Songcan Chen, Sheng-Jun Huang

Keywords Abstract Paper

Dylan Foster, Claudio Gentile, Mehryar Mohri, Julian Zimmert

Keywords Abstract Paper

Woochul Kang, Daeyeon Kim

Keywords Abstract Paper

deep learning, machine learning, vision

Raúl Vázquez, Alessandro Raganato, Mathias Creutz, Jörg Tiedemann

Keywords Abstract Paper

Multilingual Translation, Neural translation, transfer learning, translation

Aayan Kumar, Vivek Seshadri, Rahul Sharma

Keywords Abstract Paper

Programming language, Fixed-point, Memory management, Machine learning, Embedded devices, Compiler, IoT device

Abbas Abdolmaleki, Sandy Huang, Leonard Hasenclever and

Michael Neunert, Martina Zambelli, Murilo Martins, Francis Song, Nicolas Heess, Raia Hadsell, Martin Riedmiller

Keywords Abstract Paper

Reinforcement Learning - Deep RL

Chunjong Park, Anas Awadalla, Tadayoshi Kohno, Shwetak Patel

Keywords Abstract Paper

deep learning, machine learning

Eun-Sol Kim, Woo Young Kang, Kyoung-Woon On and

Yu-Jung Heo, Byoung-Tak Zhang

Keywords Abstract Paper

multimodal learning, graph neural network, deep learning, visual question answering, graph question answering, bilinear attention mechanism

Homanga Bharadhwaj, Aviral Kumar, Nicholas Rhinehart and

Sergey Levine, Florian Shkurti, Animesh Garg

Keywords Abstract Paper

Safe exploration, Reinforcement Learning