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Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Optimization inspired Multi-Branch Equilibrium Models
Mingjie Li · Yisen Wang · Xingyu Xie · Zhouchen Lin
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Neural Networks as Kernel Learners: The Silent Alignment Effect
Alexander Atanasov · Blake Bordelon · Cengiz Pehlevan
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
A Theory of Tournament Representations
Arun Rajkumar · Vishnu Veerathu · Abdul Mir
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
C-Planning: An Automatic Curriculum for Learning Goal-Reaching Tasks
Tianjun Zhang · Benjamin Eysenbach · Ruslan Salakhutdinov · Sergey Levine · Joseph E Gonzalez
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
TRGP: Trust Region Gradient Projection for Continual Learning
Sen Lin · Li Yang · Deliang Fan · Junshan Zhang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
$\beta$-Intact-VAE: Identifying and Estimating Causal Effects under Limited Overlap
Pengzhou Wu · Kenji Fukumizu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Half-Inverse Gradients for Physical Deep Learning
Patrick Schnell · Philipp Holl · Nils Thuerey
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Eigencurve: Optimal Learning Rate Schedule for SGD on Quadratic Objectives with Skewed Hessian Spectrums
Rui Pan · Haishan Ye · Tong Zhang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Context-Aware Sparse Deep Coordination Graphs
Tonghan Wang · Liang Zeng · Weijun Dong · Qianlan Yang · Yang Yu · Chongjie Zhang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
The Effects of Reward Misspecification: Mapping and Mitigating Misaligned Models
Alexander Pan · Kush Bhatia · Jacob Steinhardt
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Efficient Learning of Safe Driving Policy via Human-AI Copilot Optimization
Quanyi Li · Zhenghao Peng · Bolei Zhou
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
Chun-Hao Chang · Rich Caruana · Anna Goldenberg
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Stein Latent Optimization for Generative Adversarial Networks
Uiwon Hwang · Heeseung Kim · Dahuin Jung · Hyemi Jang · Hyungyu Lee · Sungroh Yoon
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Charformer: Fast Character Transformers via Gradient-based Subword Tokenization
Yi Tay · Vinh Tran · Sebastian Ruder · Jai Gupta · Hyung Won Chung · Dara Bahri · Zhen Qin · Simon Baumgartner · Cong Yu · Donald Metzler
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
How to Inject Backdoors with Better Consistency: Logit Anchoring on Clean Data
Zhiyuan Zhang · Lingjuan Lyu · Weiqiang Wang · Lichao Sun · Xu Sun
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
CDTrans: Cross-domain Transformer for Unsupervised Domain Adaptation
Tongkun Xu · Weihua Chen · Pichao WANG · Fan Wang · Li Hao · Rong Jin
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
PipeGCN: Efficient Full-Graph Training of Graph Convolutional Networks with Pipelined Feature Communication
Cheng Wan · Youjie Li · Cameron Wolfe · Anastasios Kyrillidis · Nam Sung Kim · Yingyan Lin
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
EViT: Expediting Vision Transformers via Token Reorganizations
Youwei Liang · Chongjian GE · Zhan Tong · Yibing Song · Jue Wang · Pengtao Xie
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
RelViT: Concept-guided Vision Transformer for Visual Relational Reasoning
Xiaojian Ma · Weili Nie · Zhiding Yu · Huaizu Jiang · Chaowei Xiao · Yuke Zhu · Song-Chun Zhu · Anima Anandkumar
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Information Gain Propagation: a New Way to Graph Active Learning with Soft Labels
Wentao Zhang · Yexin Wang · Zhenbang You · Meng Cao · Ping Huang · Jiulong Shan · Zhi Yang · Bin CUI
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Learning Weakly-supervised Contrastive Representations
Yao-Hung Hubert Tsai · Tianqin Li · Weixin Liu · Peiyuan Liao · Ruslan Salakhutdinov · Louis-Philippe Morency
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Generalizing Few-Shot NAS with Gradient Matching
Shoukang Hu · Ruochen Wang · Lanqing HONG · Zhenguo Li · Cho-Jui Hsieh · Jiashi Feng
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
Know Thyself: Transferable Visual Control Policies Through Robot-Awareness
Edward Hu · Kun Huang · Oleh Rybkin · Dinesh Jayaraman
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
Bridging Recommendation and Marketing via Recurrent Intensity Modeling
Yifei Ma · Ge Liu · Anoop Deoras
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Gradient Information Matters in Policy Optimization by Back-propagating through Model
Chongchong Li · Yue Wang · Wei Chen · Yuting Liu · Zhi-Ming Ma · Tie-Yan Liu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
F8Net: Fixed-Point 8-bit Only Multiplication for Network Quantization
Qing Jin · Jian Ren · Richard Zhuang · Sumant Hanumante · Zhengang Li · Zhiyu Chen · Yanzhi Wang · Kaiyuan Yang · Sergey Tulyakov
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
BEiT: BERT Pre-Training of Image Transformers
Hangbo Bao · Li Dong · Songhao Piao · Furu Wei
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Benchmarking the Spectrum of Agent Capabilities
Danijar Hafner
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Coherence-based Label Propagation over Time Series for Accelerated Active Learning
Yooju Shin · Susik Yoon · Sundong Kim · Hwanjun Song · Jae-Gil Lee · Byung Suk Lee
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Is Fairness Only Metric Deep? Evaluating and Addressing Subgroup Gaps in Deep Metric Learning
Natalie Dullerud · Karsten Roth · Kimia Hamidieh · Nicolas Papernot · Marzyeh Ghassemi
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Particle Stochastic Dual Coordinate Ascent: Exponential convergent algorithm for mean field neural network optimization
Kazusato Oko · Taiji Suzuki · Atsushi Nitanda · Denny Wu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Clean Images are Hard to Reblur: Exploiting the Ill-Posed Inverse Task for Dynamic Scene Deblurring
Seungjun Nah · Sanghyun Son · Jaerin Lee · Kyoung Mu Lee
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Pseudo-Labeled Auto-Curriculum Learning for Semi-Supervised Keypoint Localization
Can Wang · Sheng Jin · Yingda Guan · Wentao Liu · Chen Qian · Ping Luo · Wanli Ouyang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Efficient Sharpness-aware Minimization for Improved Training of Neural Networks
Jiawei Du · Hanshu Yan · Jiashi Feng · Joey T Zhou · Liangli Zhen · Rick Goh · Vincent Tan
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Path Auxiliary Proposal for MCMC in Discrete Space
Haoran Sun · Hanjun Dai · Wei Xia · Arun Ramamurthy
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Toward Efficient Low-Precision Training: Data Format Optimization and Hysteresis Quantization
SunWoo Lee · Jeongwoo Park · Dongsuk Jeon
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Tracking the risk of a deployed model and detecting harmful distribution shifts
Aleksandr Podkopaev · Aaditya Ramdas
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Responsible Disclosure of Generative Models Using Scalable Fingerprinting
Ning Yu · Vladislav Skripniuk · Dingfan Chen · Larry Davis · Mario Fritz
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Pre-training Molecular Graph Representation with 3D Geometry
Shengchao Liu · Hanchen Wang · Weiyang Liu · Joan Lasenby · Hongyu Guo · Jian Tang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification
Wensi Tang · Guodong Long · Lu Liu · Tianyi Zhou · Michael Blumenstein · Jing Jiang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization
Xiuying Wei · Ruihao Gong · Yuhang Li · Xianglong Liu · fengwei yu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Meta Learning Low Rank Covariance Factors for Energy Based Deterministic Uncertainty
Jeff Willette · Hae Beom Lee · Juho Lee · Sung Ju Hwang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Learning with Noisy Labels Revisited: A Study Using Real-World Human Annotations
Jiaheng Wei · Zhaowei Zhu · Hao Cheng · Tongliang Liu · Gang Niu · Yang Liu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
How to Robustify Black-Box ML Models? A Zeroth-Order Optimization Perspective
Yimeng Zhang · Yuguang Yao · Jinghan Jia · Jinfeng Yi · Mingyi Hong · Shiyu Chang · Sijia Liu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
On the Convergence of the Monte Carlo Exploring Starts Algorithm for Reinforcement Learning
Che Wang · Shuhan Yuan · Kai Shao · Keith Ross
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Neural Collapse Under MSE Loss: Proximity to and Dynamics on the Central Path
X.Y. Han · Vardan Papyan · David Donoho
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
T-WaveNet: A Tree-Structured Wavelet Neural Network for Time Series Signal Analysis
Minhao LIU · Ailing Zeng · Qiuxia LAI · Ruiyuan Gao · Min Li · Jing Qin · Qiang Xu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Convergent and Efficient Deep Q Learning Algorithm
Zhikang T Wang · Masahito Ueda
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Exploring extreme parameter compression for pre-trained language models
Wang Benyou · Yuxin Ren · Lifeng Shang · Xin Jiang · Qun Liu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Scale Efficiently: Insights from Pretraining and Finetuning Transformers
Yi Tay · Mostafa Dehghani · Jinfeng Rao · William Fedus · Samira Abnar · Hyung Won Chung · SHARAN NARANG · Dani Yogatama · Ashish Vaswani · Donald Metzler
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Pretrained Language Model in Continual Learning: A Comparative Study
Tongtong Wu · Massimo Caccia · Zhuang Li · Yuan-Fang Li · Guilin Qi · Gholamreza Haffari
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Large Language Models Can Be Strong Differentially Private Learners
Xuechen Li · Florian Tramer · Percy Liang · Tatsunori Hashimoto
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
How Low Can We Go: Trading Memory for Error in Low-Precision Training
Chengrun Yang · Ziyang Wu · Jerry Chee · Christopher De Sa · Madeleine Udell
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Learned Simulators for Turbulence
Kimberly Stachenfeld · Drummond Fielding · Dmitrii Kochkov · Miles Cranmer · Tobias Pfaff · Jonathan Godwin · Can Cui · Shirley Ho · Peter Battaglia · Alvaro Sanchez Gonzalez
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Learning Continuous Environment Fields via Implicit Functions
Xueting Li · Sifei Liu · Shalini De Mello · Xiaolong Wang · Ming-Hsuan Yang · Jan Kautz
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
Node Feature Extraction by Self-Supervised Multi-scale Neighborhood Prediction
Eli Chien · Wei-Cheng Chang · Cho-Jui Hsieh · Hsiang-Fu Yu · Jiong Zhang · Olgica Milenkovic · Inderjit Dhillon
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Learning Versatile Neural Architectures by Propagating Network Codes
Mingyu Ding · Yuqi Huo · Haoyu Lu · Linjie Yang · Zhe Wang · Zhiwu Lu · Jingdong Wang · Ping Luo
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Patch-Fool: Are Vision Transformers Always Robust Against Adversarial Perturbations?
Yonggan Fu · Shunyao Zhang · Shang Wu · Cheng Wan · Yingyan Lin
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Convergent Graph Solvers
Junyoung Park · Jinhyun Choo · Jinkyoo Park
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Concurrent Adversarial Learning for Large-Batch Training
LIU YONG · Xiangning Chen · Minhao Cheng · Cho-Jui Hsieh · Yang You
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Contrastive Clustering to Mine Pseudo Parallel Data for Unsupervised Translation
Xuan-Phi Nguyen · Hongyu Gong · Yun Tang · Changhan Wang · Philipp Koehn · Shafiq Joty
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Certified Robustness for Deep Equilibrium Models via Interval Bound Propagation
Colin Wei · Zico Kolter
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Symbolic Learning to Optimize: Towards Interpretability and Scalability
Wenqing Zheng · Tianlong Chen · Ting-Kuei Hu · Zhangyang Wang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Neural Solvers for Fast and Accurate Numerical Optimal Control
Federico Berto · Stefano Massaroli · Michael Poli · Jinkyoo Park
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
SGD Can Converge to Local Maxima
Liu Ziyin · Botao Li · James Simon · Masahito Ueda
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Meta-Imitation Learning by Watching Video Demonstrations
Jiayi Li · Tao Lu · Xiaoge Cao · Yinghao Cai · Shuo Wang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Evading Adversarial Example Detection Defenses with Orthogonal Projected Gradient Descent
Oliver Bryniarski · Nabeel Hingun · Pedro Pachuca · Vincent Wang · Nicholas Carlini
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT) @ Virtual
Online Hyperparameter Meta-Learning with Hypergradient Distillation
Hae Beom Lee · Hayeon Lee · JaeWoong Shin · Eunho Yang · Timothy Hospedales · Sung Ju Hwang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
AdaAug: Learning Class- and Instance-adaptive Data Augmentation Policies
Tsz Him Cheung · Dit-Yan Yeung
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
DEPTS: Deep Expansion Learning for Periodic Time Series Forecasting
Wei Fan · Shun Zheng · Xiaohan Yi · Wei Cao · Yanjie Fu · Jiang Bian · Tie-Yan Liu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Zero-Shot Self-Supervised Learning for MRI Reconstruction
Burhaneddin Yaman · Seyed Amir Hossein Hosseini · Mehmet Akcakaya
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Mention Memory: incorporating textual knowledge into Transformers through entity mention attention
Michiel de Jong · Yury Zemlyanskiy · Nicholas FitzGerald · Fei Sha · William Cohen
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Beyond ImageNet Attack: Towards Crafting Adversarial Examples for Black-box Domains
Qilong Zhang · Xiaodan Li · YueFeng Chen · Jingkuan Song · Lianli Gao · Yuan He · Hui Xue'
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Cold Brew: Distilling Graph Node Representations with Incomplete or Missing Neighborhoods
Wenqing Zheng · Edward Huang · Nikhil Rao · Sumeet Katariya · Zhangyang Wang · Karthik Subbian
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Quantitative Performance Assessment of CNN Units via Topological Entropy Calculation
Yang Zhao · Hao Zhang
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
Declarative nets that are equilibrium models
Russell Tsuchida · Suk Yee Yong · Mohammad Ali Armin · Lars Petersson · Cheng Soon Ong
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
LEARNING GUARANTEES FOR GRAPH CONVOLUTIONAL NETWORKS ON THE STOCHASTIC BLOCK MODEL
Wei Lu
Poster
Wed Apr 27 06:30 PM -- 08:30 PM (PDT)
On the Convergence of Certified Robust Training with Interval Bound Propagation
Yihan Wang · Zhouxing Shi · Quanquan Gu · Cho-Jui Hsieh