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Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Loss Function Search for Face Recognition
In Poster Session 11
Xiaobo Wang · Shuo Wang · Cheng Chi · Shifeng Zhang · Tao Mei
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Efficient nonparametric statistical inference on population feature importance using Shapley values
In Poster Session 11
Brian Williamson · Jean Feng
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Randomized Smoothing of All Shapes and Sizes
In Poster Session 11
Greg Yang · Tony Duan · J. Edward Hu · Hadi Salman · Ilya Razenshteyn · Jerry Li
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Searching to Exploit Memorization Effect in Learning with Noisy Labels
In Poster Session 11
QUANMING YAO · Hansi Yang · Bo Han · Gang Niu · James Kwok
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Safe Deep Semi-Supervised Learning for Unseen-Class Unlabeled Data
In Poster Session 11
Lan-Zhe Guo · Zhen-Yu Zhang · Yuan Jiang · Yu-Feng Li · Zhi-Hua Zhou
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
LEEP: A New Measure to Evaluate Transferability of Learned Representations
In Poster Session 11
Cuong Nguyen · Tal Hassner · Matthias W Seeger · Cedric Archambeau
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Expert Learning through Generalized Inverse Multiobjective Optimization: Models, Insights, and Algorithms
In Poster Session 11
Chaosheng Dong · Bo Zeng
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Deep Reasoning Networks for Unsupervised Pattern De-mixing with Constraint Reasoning
In Poster Session 11
Di Chen · Yiwei Bai · Wenting Zhao · Sebastian Ament · John Gregoire · Carla Gomes
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Interpolation between Residual and Non-Residual Networks
In Poster Session 11
Zonghan Yang · Yang Liu · Chenglong Bao · Zuoqiang Shi
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
On Variational Learning of Controllable Representations for Text without Supervision
In Poster Session 11
Peng Xu · Jackie Chi Kit Cheung · Yanshuai Cao
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Improving the Gating Mechanism of Recurrent Neural Networks
In Poster Session 11
Albert Gu · Caglar Gulcehre · Thomas Paine · Matthew Hoffman · Razvan Pascanu
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Zeno++: Robust Fully Asynchronous SGD
In Poster Session 11
Cong Xie · Sanmi Koyejo · Indranil Gupta
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
On Second-Order Group Influence Functions for Black-Box Predictions
In Poster Session 11
Samyadeep Basu · Xuchen You · Soheil Feizi
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Problems with Shapley-value-based explanations as feature importance measures
In Poster Session 11
Indra Kumar · Suresh Venkatasubramanian · Carlos Scheidegger · Sorelle Friedler
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Combinatorial Pure Exploration for Dueling Bandit
In Poster Session 11
Wei Chen · Yihan Du · Longbo Huang · Haoyu Zhao
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Maximum-and-Concatenation Networks
In Poster Session 11
Xingyu Xie · Hao Kong · Jianlong Wu · Wayne Zhang · Guangcan Liu · Zhouchen Lin
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Distance Metric Learning with Joint Representation Diversification
In Poster Session 11
Xu Chu · Yang Lin · Yasha Wang · Xiting Wang · Hailong Yu · Xin Gao · Qi Tong
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Efficient Domain Generalization via Common-Specific Low-Rank Decomposition
In Poster Session 11
Vihari Piratla · Praneeth Netrapalli · Sunita Sarawagi
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
The Buckley-Osthus model and the block preferential attachment model: statistical analysis and application
In Poster Session 11
Wenpin Tang · Xin Guo · Fengmin Tang
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Customizing ML Predictions for Online Algorithms
In Poster Session 11
Keerti Anand · Rong Ge · Debmalya Panigrahi
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Manifold Identification for Ultimately Communication-Efficient Distributed Optimization
In Poster Session 11
Yu-Sheng Li · Wei-Lin Chiang · Ching-pei Lee
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Optimizing Long-term Social Welfare in Recommender Systems: A Constrained Matching Approach
In Poster Session 11
Martin Mladenov · Elliot Creager · Omer Ben-Porat · Kevin Swersky · Richard Zemel · Craig Boutilier
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
An end-to-end Differentially Private Latent Dirichlet Allocation Using a Spectral Algorithm
In Poster Session 11
Christopher DeCarolis · Mukul A Ram · Seyed Esmaeili · Yu-Xiang Wang · Furong Huang
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Learning with Multiple Complementary Labels
In Poster Session 11
Lei Feng · Takuo Kaneko · Bo Han · Gang Niu · Bo An · Masashi Sugiyama
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
LTF: A Label Transformation Framework for Correcting Label Shift
In Poster Session 11
Jiaxian Guo · Mingming Gong · Tongliang Liu · Kun Zhang · Dacheng Tao
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Simple and Deep Graph Convolutional Networks
In Poster Session 11
Ming Chen · Zhewei Wei · Zengfeng Huang · Bolin Ding · Yaliang Li
Poster
Tue Jul 14 07:00 AM -- 07:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Layered Sampling for Robust Optimization Problems
In Poster Session 11
Hu Ding · Zixiu Wang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Neural Clustering Processes
In Poster Session 11
Ari Pakman · Yueqi Wang · Catalin Mitelut · JinHyung Lee · Department of Statistics Liam Paninski
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Batch Reinforcement Learning with Hyperparameter Gradients
In Poster Session 11
Byung-Jun Lee · Jongmin Lee · Peter Vrancx · Dongho Kim · Kee-Eung Kim
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Online Pricing with Offline Data: Phase Transition and Inverse Square Law
In Poster Session 11
Jinzhi Bu · David Simchi-Levi · Yunzong Xu
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Guided Learning of Nonconvex Models through Successive Functional Gradient Optimization
In Poster Session 11
Rie Johnson · Tong Zhang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Differentially Private Set Union
In Poster Session 11
Sivakanth Gopi · Pankaj Gulhane · Janardhan Kulkarni · Judy Hanwen Shen · Milad Shokouhi · Sergey Yekhanin
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Informative Dropout for Robust Representation Learning: A Shape-bias Perspective
In Poster Session 11
Baifeng Shi · Dinghuai Zhang · Qi Dai · Zhanxing Zhu · Yadong Mu · Jingdong Wang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
The Tree Ensemble Layer: Differentiability meets Conditional Computation
In Poster Session 11
Hussein Hazimeh · Natalia Ponomareva · Petros Mol · Zhenyu Tan · Rahul Mazumder
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
On the Unreasonable Effectiveness of the Greedy Algorithm: Greedy Adapts to Sharpness
In Poster Session 11
Sebastian Pokutta · Mohit Singh · Alfredo Torrico
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Efficient Identification in Linear Structural Causal Models with Auxiliary Cutsets
In Poster Session 11
Daniel Kumor · Carlos Cinelli · Elias Bareinboim
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Learning Adversarial Markov Decision Processes with Bandit Feedback and Unknown Transition
In Poster Session 11
Chi Jin · Tiancheng Jin · Haipeng Luo · Suvrit Sra · Tiancheng Yu
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Distributed Online Optimization over a Heterogeneous Network
In Poster Session 11
Nima Eshraghi · Ben Liang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Transfer Learning without Knowing: Reprogramming Black-box Machine Learning Models with Scarce Data and Limited Resources
In Poster Session 11
Yun Yun Tsai · Pin-Yu Chen · Tsung-Yi Ho
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Boosting for Control of Dynamical Systems
In Poster Session 11
Naman Agarwal · Nataly Brukhim · Elad Hazan · Zhou Lu
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Overfitting in adversarially robust deep learning
In Poster Session 11
Leslie Rice · Eric Wong · Zico Kolter
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Parametric Gaussian Process Regressors
In Poster Session 11
Martin Jankowiak · Geoff Pleiss · Jacob Gardner
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Invariant Risk Minimization Games
In Poster Session 11
Kartik Ahuja · Karthikeyan Shanmugam · Kush Varshney · Amit Dhurandhar
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Is Local SGD Better than Minibatch SGD?
In Poster Session 11
Blake Woodworth · Kumar Kshitij Patel · Sebastian Stich · Zhen Dai · Brian Bullins · Brendan McMahan · Ohad Shamir · Nati Srebro
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Estimating the Number and Effect Sizes of Non-null Hypotheses
In Poster Session 11
Jennifer Brennan · Ramya Korlakai Vinayak · Kevin Jamieson
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Detecting Out-of-Distribution Examples with Gram Matrices
In Poster Session 11
Chandramouli Shama Sastry · Sageev Oore
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
An EM Approach to Non-autoregressive Conditional Sequence Generation
In Poster Session 11
Zhiqing Sun · Yiming Yang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
NADS: Neural Architecture Distribution Search for Uncertainty Awareness
In Poster Session 11
Randy Ardywibowo · Shahin Boluki · Xinyu Gong · Zhangyang “Atlas” Wang · Xiaoning Qian
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
An end-to-end approach for the verification problem: learning the right distance
In Poster Session 11
Joao Monteiro · Isabela Albuquerque · Jahangir Alam · R Devon Hjelm · Tiago Falk
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Strategyproof Mean Estimation from Multiple-Choice Questions
In Poster Session 11
Anson Kahng · Gregory Kehne · Ariel Procaccia
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Representations for Stable Off-Policy Reinforcement Learning
In Poster Session 11
Dibya Ghosh · Marc Bellemare
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Finite-Time Convergence in Continuous-Time Optimization
In Poster Session 11
Orlando Romero · mouhacine Benosman
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Stronger and Faster Wasserstein Adversarial Attacks
In Poster Session 11
Kaiwen Wu · Allen Wang · Yaoliang Yu
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT)
Feature Noise Induces Loss Discrepancy Across Groups
In Poster Session 11
Fereshte Khani · Percy Liang
Poster
Tue Jul 14 08:00 AM -- 08:45 AM & Tue Jul 14 07:00 PM -- 07:45 PM (PDT) @ Virtual
Angular Visual Hardness
In Poster Session 11
Beidi Chen · Weiyang Liu · Zhiding Yu · Jan Kautz · Anshumali Shrivastava · Animesh Garg · Anima Anandkumar
Poster
Tue Jul 14 07:00 PM -- 07:45 PM & Wed Jul 15 04:00 AM -- 04:45 AM (PDT)
Unbiased Risk Estimators Can Mislead: A Case Study of Learning with Complementary Labels
In Poster Session 11
Yu-Ting Chou · Gang Niu · Hsuan-Tien Lin · Masashi Sugiyama
Poster
Tue Jul 14 07:00 PM -- 07:45 PM & Wed Jul 15 04:00 AM -- 04:45 AM (PDT)
DessiLBI: Exploring Structural Sparsity of Deep Networks via Differential Inclusion Paths
In Poster Session 11
Yanwei Fu · Chen Liu · Donghao Li · Xinwei Sun · Jinshan ZENG · Yuan Yao