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Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Operation-Aware Soft Channel Pruning using Differentiable Masks
In Poster Session 31
Minsoo Kang · Bohyung Han
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Median Matrix Completion: from Embarrassment to Optimality
In Poster Session 31
Weidong Liu · Xiaojun Mao · Raymond K. W. Wong
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Can Stochastic Zeroth-Order Frank-Wolfe Method Converge Faster for Non-Convex Problems?
In Poster Session 31
Hongchang Gao · Heng Huang
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
SIGUA: Forgetting May Make Learning with Noisy Labels More Robust
In Poster Session 31
Bo Han · Gang Niu · Xingrui Yu · QUANMING YAO · Miao Xu · Ivor Tsang · Masashi Sugiyama
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Optimal approximation for unconstrained non-submodular minimization
In Poster Session 31
Marwa El Halabi · Stefanie Jegelka
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Neural Architecture Search in A Proxy Validation Loss Landscape
In Poster Session 31
Yanxi Li · Minjing Dong · Yunhe Wang · Chang Xu
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Complexity of Finding Stationary Points of Nonconvex Nonsmooth Functions
In Poster Session 31
Jingzhao Zhang · Hongzhou Lin · Stefanie Jegelka · Suvrit Sra · Ali Jadbabaie
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
VFlow: More Expressive Generative Flows with Variational Data Augmentation
In Poster Session 31
Jianfei Chen · Cheng Lu · Biqi Chenli · Jun Zhu · Tian Tian
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Label-Noise Robust Domain Adaptation
In Poster Session 31
Xiyu Yu · Tongliang Liu · Mingming Gong · Kun Zhang · Kayhan Batmanghelich · Dacheng Tao
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
On Unbalanced Optimal Transport: An Analysis of Sinkhorn Algorithm
In Poster Session 31
Khiem Pham · Khang Le · Nhat Ho · Tung Pham · Hung Bui
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Learning What to Defer for Maximum Independent Sets
In Poster Session 31
Sungsoo Ahn · Younggyo Seo · Jinwoo Shin
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Channel Equilibrium Networks for Learning Deep Representation
In Poster Session 31
WENQI SHAO · Shitao Tang · Xingang Pan · Ping Tan · Xiaogang Wang · Ping Luo
Poster
Wed Jul 15 05:00 AM -- 05:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Best Arm Identification for Cascading Bandits in the Fixed Confidence Setting
In Poster Session 31
Zixin Zhong · Wang Chi Cheung · Vincent Tan
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Representing Unordered Data Using Complex-Weighted Multiset Automata
In Poster Session 31
Justin DeBenedetto · David Chiang
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Inductive Relation Prediction by Subgraph Reasoning
In Poster Session 31
Komal Teru · Etienne Denis · Will Hamilton
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Fine-Grained Analysis of Stability and Generalization for Stochastic Gradient Descent
In Poster Session 31
Yunwen Lei · Yiming Ying
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Planning to Explore via Self-Supervised World Models
In Poster Session 31
Ramanan Sekar · Oleh Rybkin · Kostas Daniilidis · Pieter Abbeel · Danijar Hafner · Deepak Pathak
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Identifying the Reward Function by Anchor Actions
In Poster Session 31
Sinong Geng · Houssam Nassif · Charlie Manzanares · Max Reppen · Ronnie Sircar
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Predictive Multiplicity in Classification
In Poster Session 31
Charles Marx · Flavio Calmon · Berk Ustun
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Context-aware Dynamics Model for Generalization in Model-Based Reinforcement Learning
In Poster Session 31
Kimin Lee · Younggyo Seo · Seunghyun Lee · Honglak Lee · Jinwoo Shin
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Polynomial Tensor Sketch for Element-wise Function of Low-Rank Matrix
In Poster Session 31
Insu Han · Haim Avron · Jinwoo Shin
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
A Sequential Self Teaching Approach for Improving Generalization in Sound Event Recognition
In Poster Session 31
Anurag Kumar · Vamsi Krishna Ithapu
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Adversarial Mutual Information for Text Generation
In Poster Session 31
Boyuan Pan · Yazheng Yang · Kaizhao Liang · Bhavya Kailkhura · Zhongming Jin · Xian-Sheng Hua · Deng Cai · Bo Li
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Private Outsourced Bayesian Optimization
In Poster Session 31
Dmitrii Kharkovskii · Zhongxiang Dai · Bryan Kian Hsiang Low
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Individual Calibration with Randomized Forecasting
In Poster Session 31
Shengjia Zhao · Tengyu Ma · Stefano Ermon
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Budgeted Online Influence Maximization
In Poster Session 31
Pierre Perrault · Jennifer Healey · Zheng Wen · Michal Valko
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Safe screening rules for L0-regression from Perspective Relaxations
In Poster Session 31
Alper Atamturk · Andres Gomez
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Frustratingly Simple Few-Shot Object Detection
In Poster Session 31
Xin Wang · Thomas Huang · Joseph E Gonzalez · Trevor Darrell · Fisher Yu
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Learning to Score Behaviors for Guided Policy Optimization
In Poster Session 31
Aldo Pacchiano · Jack Parker-Holder · Yunhao Tang · Krzysztof Choromanski · Anna Choromanska · Michael Jordan
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Online mirror descent and dual averaging: keeping pace in the dynamic case
In Poster Session 31
Huang Fang · Nick Harvey · Victor Sanches Portella · Michael Friedlander
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Robust Outlier Arm Identification
In Poster Session 31
Yinglun Zhu · Sumeet Katariya · Robert Nowak
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Imputer: Sequence Modelling via Imputation and Dynamic Programming
In Poster Session 31
William Chan · Chitwan Saharia · Geoffrey Hinton · Mohammad Norouzi · Navdeep Jaitly
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Negative Sampling in Semi-Supervised learning
In Poster Session 31
John Chen · Vatsal Shah · Anastasios Kyrillidis
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Sample Amplification: Increasing Dataset Size even when Learning is Impossible
In Poster Session 31
Brian Axelrod · Shivam Garg · Vatsal Sharan · Gregory Valiant
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Approximation Capabilities of Neural ODEs and Invertible Residual Networks
In Poster Session 31
Han Zhang · Xi Gao · Jacob Unterman · Tomasz Arodz
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Pretrained Generalized Autoregressive Model with Adaptive Probabilistic Label Clusters for Extreme Multi-label Text Classification
In Poster Session 31
Hui Ye · Zhiyu Chen · Da-Han Wang · Brian D Davison
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Sparse Shrunk Additive Models
In Poster Session 31
guodong liu · Hong Chen · Heng Huang
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Superpolynomial Lower Bounds for Learning One-Layer Neural Networks using Gradient Descent
In Poster Session 31
Surbhi Goel · Aravind Gollakota · Zhihan Jin · Sushrut Karmalkar · Adam Klivans
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Scaling up Hybrid Probabilistic Inference with Logical and Arithmetic Constraints via Message Passing
In Poster Session 31
Zhe Zeng · Paolo Morettin · Fanqi Yan · Antonio Vergari · Guy Van den Broeck
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Divide and Conquer: Leveraging Intermediate Feature Representations for Quantized Training of Neural Networks
In Poster Session 31
Ahmed T. Elthakeb · Prannoy Pilligundla · FatemehSadat Mireshghallah · Alexander Cloninger · Hadi Esmaeilzadeh
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Decoupled Greedy Learning of CNNs
In Poster Session 31
Eugene Belilovsky · Michael Eickenberg · Edouard Oyallon
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Efficient Policy Learning from Surrogate-Loss Classification Reductions
In Poster Session 31
Andrew Bennett · Nathan Kallus
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Reinforcement Learning for Non-Stationary Markov Decision Processes: The Blessing of (More) Optimism
In Poster Session 31
Wang Chi Cheung · David Simchi-Levi · Ruihao Zhu
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
On conditional versus marginal bias in multi-armed bandits
In Poster Session 31
Jaehyeok Shin · Aaditya Ramdas · Alessandro Rinaldo
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Black-box Certification and Learning under Adversarial Perturbations
In Poster Session 31
Hassan Ashtiani · Vinayak Pathak · Ruth Urner
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Predicting deliberative outcomes
In Poster Session 31
Vikas Garg · Tommi Jaakkola
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT) @ Virtual
Learning and Evaluating Contextual Embedding of Source Code
In Poster Session 31
Aditya Kanade · Petros Maniatis · Gogul Balakrishnan · Kensen Shi
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
Boosting Deep Neural Network Efficiency with Dual-Module Inference
In Poster Session 31
Liu Liu · Lei Deng · Zhaodong Chen · yuke wang · Shuangchen Li · Jingwei Zhang · Yihua Yang · Zhenyu Gu · Yufei Ding · Yuan Xie
Poster
Wed Jul 15 08:00 AM -- 08:45 AM & Wed Jul 15 07:00 PM -- 07:45 PM (PDT)
A general recurrent state space framework for modeling neural dynamics during decision-making
In Poster Session 31
David Zoltowski · Jonathan Pillow · Scott Linderman