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Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Huber Additive Models for Non-stationary Time Series Analysis
Yingjie Wang · Xianrui Zhong · Fengxiang He · Hong Chen · Dacheng Tao
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Sample Efficient Stochastic Policy Extragradient Algorithm for Zero-Sum Markov Game
Ziyi Chen · Shaocong Ma · Yi Zhou
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Extending the WILDS Benchmark for Unsupervised Adaptation
Shiori Sagawa · Pang Wei Koh · Tony Lee · Irena Gao · Sang Michael Xie · Kendrick Shen · Ananya Kumar · Weihua Hu · Michihiro Yasunaga · Henrik Marklund · Sara Beery · Etienne David · Ian Stavness · Wei Guo · Jure Leskovec · Kate Saenko · Tatsunori Hashimoto · Sergey Levine · Chelsea Finn · Percy Liang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Reverse Engineering of Imperceptible Adversarial Image Perturbations
Yifan Gong · Yuguang Yao · Yize Li · Yimeng Zhang · Xiaoming Liu · Xue Lin · Sijia Liu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Understanding Domain Randomization for Sim-to-real Transfer
Xiaoyu Chen · Jiachen Hu · Chi Jin · Lihong Li · Liwei Wang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Model-Based Offline Meta-Reinforcement Learning with Regularization
Sen Lin · Jialin Wan · Tengyu Xu · Yingbin Liang · Junshan Zhang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Analyzing and Improving the Optimization Landscape of Noise-Contrastive Estimation
Bingbin Liu · Elan Rosenfeld · Pradeep K Ravikumar · Andrej Risteski
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
InfinityGAN: Towards Infinite-Pixel Image Synthesis
Chieh Hubert Lin · Hsin-Ying Lee · Yen-Chi Cheng · Sergey Tulyakov · Ming-Hsuan Yang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Provable Learning-based Algorithm For Sparse Recovery
Xinshi Chen · Haoran Sun · Le Song
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Model Zoo: A Growing Brain That Learns Continually
Rahul Ramesh · Pratik A Chaudhari
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
LFPT5: A Unified Framework for Lifelong Few-shot Language Learning Based on Prompt Tuning of T5
Chengwei Qin · Shafiq Joty
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Reinforcement Learning under a Multi-agent Predictive State Representation Model: Method and Theory
Zhi Zhang · Zhuoran Yang · Han Liu · Pratap Tokekar · Furong Huang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Topological Experience Replay
Zhang-Wei Hong · Tao Chen · Yen-Chen Lin · Joni Pajarinen · Pulkit Agrawal
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Machine Learning For Elliptic PDEs: Fast Rate Generalization Bound, Neural Scaling Law and Minimax Optimality
Yiping Lu · Haoxuan Chen · Jianfeng Lu · Lexing Ying · Jose Blanchet
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Few-Shot Backdoor Attacks on Visual Object Tracking
Yiming Li · Haoxiang Zhong · Xingjun Ma · Yong Jiang · Shu-Tao Xia
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Lipschitz-constrained Unsupervised Skill Discovery
Seohong Park · Jongwook Choi · Jaekyeom Kim · Honglak Lee · Gunhee Kim
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Improving the Accuracy of Learning Example Weights for Imbalance Classification
Yuqi Liu · Bin Cao · JING FAN
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Denoising Likelihood Score Matching for Conditional Score-based Data Generation
Chen-Hao Chao · Wei-Fang Sun · Bo-Wun Cheng · Yi-Chen Lo · Chia-Che Chang · Yu-Lun Liu · Yu-Lin Chang · Chia-Ping Chen · Chun-Yi Lee
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Acceleration of Federated Learning with Alleviated Forgetting in Local Training
Chencheng Xu · Zhiwei Hong · Minlie Huang · Tao Jiang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Gradient Matching for Domain Generalization
Yuge Shi · Jeffrey Seely · Philip Torr · Siddharth N · Awni Hannun · Nicolas Usunier · Gabriel Synnaeve
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Reliable Adversarial Distillation with Unreliable Teachers
Jianing ZHU · Jiangchao Yao · Bo Han · Jingfeng Zhang · Tongliang Liu · Gang Niu · Jingren Zhou · Jianliang Xu · Hongxia Yang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
QUERY EFFICIENT DECISION BASED SPARSE ATTACKS AGAINST BLACK-BOX DEEP LEARNING MODELS
Viet Vo · Ehsan Abbasnejad · Damith Ranasinghe
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Few-shot Learning via Dirichlet Tessellation Ensemble
Chunwei Ma · Ziyun Huang · Mingchen Gao · Jinhui Xu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
FALCON: Fast Visual Concept Learning by Integrating Images, Linguistic descriptions, and Conceptual Relations
Lingjie Mei · Jiayuan Mao · Ziqi Wang · Chuang Gan · Joshua B Tenenbaum
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Model-augmented Prioritized Experience Replay
Youngmin Oh · Jinwoo Shin · Eunho Yang · Sung Ju Hwang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Reversible Instance Normalization for Accurate Time-Series Forecasting against Distribution Shift
Taesung Kim · Jinhee Kim · Yunwon Tae · Cheonbok Park · Jang-Ho Choi · Jaegul Choo
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Relational Surrogate Loss Learning
Tao Huang · Zekang Li · Hua Lu · Yong Shan · Shusheng Yang · Yang Feng · Fei Wang · Shan You · Chang Xu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
KL Guided Domain Adaptation
A. Tuan Nguyen · Toan Tran · Yarin Gal · Philip Torr · Atilim Gunes Baydin
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
NASViT: Neural Architecture Search for Efficient Vision Transformers with Gradient Conflict aware Supernet Training
Chengyue Gong · Dilin Wang · Meng Li · Xinlei Chen · Zhicheng Yan · Yuandong Tian · Qiang Liu · Vikas Chandra
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Learning Scenario Representation for Solving Two-stage Stochastic Integer Programs
Yaoxin Wu · Wen Song · Zhiguang Cao · Jie Zhang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Structure-Aware Transformer Policy for Inhomogeneous Multi-Task Reinforcement Learning
Sunghoon Hong · Deunsol Yoon · Kee-Eung Kim
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Interacting Contour Stochastic Gradient Langevin Dynamics
Wei Deng · Siqi Liang · Botao Hao · Guang Lin · Faming Liang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Adversarial Robustness Through the Lens of Causality
Yonggang Zhang · Mingming Gong · Tongliang Liu · Gang Niu · Xinmei Tian · Bo Han · Bernhard Schoelkopf · Kun Zhang
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Do deep networks transfer invariances across classes?
Allan Zhou · Fahim Tajwar · Alexander Robey · Tom Knowles · George Pappas · Hamed Hassani · Chelsea Finn
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
MT3: Multi-Task Multitrack Music Transcription
Josh Gardner · Ian Simon · Ethan Manilow · Curtis Hawthorne · Jesse Engel
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
A General Analysis of Example-Selection for Stochastic Gradient Descent
Yucheng Lu · Si Yi Meng · Christopher De Sa
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Neural Spectral Marked Point Processes
Shixiang Zhu · Haoyun Wang · Zheng Dong · Xiuyuan Cheng · Yao Xie
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Sparse DETR: Efficient End-to-End Object Detection with Learnable Sparsity
Byungseok Roh · JaeWoong Shin · Wuhyun Shin · Saehoon Kim
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
LoRA: Low-Rank Adaptation of Large Language Models
Edward Hu · yelong shen · Phillip Wallis · Zeyuan Allen-Zhu · Yuanzhi Li · Shean Wang · Lu Wang · Weizhu Chen
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Vector-quantized Image Modeling with Improved VQGAN
Jiahui Yu · Xin Li · Jing Yu Koh · Han Zhang · Ruoming Pang · James Qin · Alexander Ku · Yuanzhong Xu · Jason Baldridge · Yonghui Wu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Shuffle Private Stochastic Convex Optimization
Albert Cheu · Matthew Joseph · Jieming Mao · Binghui Peng
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Einops: Clear and Reliable Tensor Manipulations with Einstein-like Notation
Alex Rogozhnikov
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Enhancing Cross-lingual Transfer by Manifold Mixup
Huiyun Yang · Huadong Chen · Hao Zhou · Lei Li
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Hybrid Random Features
Krzysztof Choromanski · Han Lin · Haoxian Chen · Arijit Sehanobish · Yuanzhe Ma · Deepali Jain · Jake Varley · Andy Zeng · Michael Ryoo · Valerii Likhosherstov · Dmitry Kalashnikov · Vikas Sindhwani · Adrian Weller
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
OntoProtein: Protein Pretraining With Gene Ontology Embedding
Ningyu Zhang · Zhen Bi · Xiaozhuan Liang · Siyuan Cheng · Haosen Hong · Shumin Deng · Qiang Zhang · Jiazhang Lian · Huajun Chen
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Parallel Training of GRU Networks with a Multi-Grid Solver for Long Sequences
Gordon Euhyun Moon · Eric Cyr
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Variational Inference for Discriminative Learning with Generative Modeling of Feature Incompletion
Kohei Miyaguchi · Takayuki Katsuki · Akira Koseki · Toshiya Iwamori
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Constructing Orthogonal Convolutions in an Explicit Manner
Tan Yu · Jun Li · YUNFENG CAI · Ping Li
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
HTLM: Hyper-Text Pre-Training and Prompting of Language Models
Armen Aghajanyan · Dmytro Okhonko · Mike Lewis · Mandar Joshi · Hu Xu · Gargi Ghosh · Luke Zettlemoyer
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models
Kangjie Chen · Yuxian Meng · Xiaofei Sun · Shangwei Guo · Tianwei Zhang · Jiwei Li · Chun Fan
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Out-of-distribution Generalization in the Presence of Nuisance-Induced Spurious Correlations
Aahlad Puli · Lily Zhang · Eric Oermann · Rajesh Ranganath
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Discriminative Similarity for Data Clustering
Yingzhen Yang · Ping Li
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Generalized Demographic Parity for Group Fairness
Zhimeng Jiang · Xiaotian Han · Chao Fan · Fan Yang · Ali Mostafavi · Xia Hu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Surrogate Gap Minimization Improves Sharpness-Aware Training
Juntang Zhuang · Boqing Gong · Liangzhe Yuan · Yin Cui · Hartwig Adam · Nicha C Dvornek · sekhar tatikonda · James s Duncan · Ting Liu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
SketchODE: Learning neural sketch representation in continuous time
Ayan Das · Yongxin Yang · Timothy Hospedales · Tao Xiang · Yi-Zhe Song
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Equivariant and Stable Positional Encoding for More Powerful Graph Neural Networks
Haorui Wang · Haoteng Yin · Muhan Zhang · Pan Li
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
On the Generalization of Models Trained with SGD: Information-Theoretic Bounds and Implications
Ziqiao Wang · Yongyi Mao
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Natural Language Descriptions of Deep Features
Evan Hernandez · Sarah Schwettmann · David Bau · Teona Bagashvili · Antonio Torralba · Jacob Andreas
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Self-Joint Supervised Learning
Navid Kardan · Mubarak Shah · Mitchell Hill
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
Neural Parameter Allocation Search
Bryan Plummer · Nikoli Dryden · Julius Frost · Torsten Hoefler · Kate Saenko
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Ada-NETS: Face Clustering via Adaptive Neighbour Discovery in the Structure Space
Yaohua Wang · Yaobin Zhang · Fangyi Zhang · Senzhang Wang · Ming Lin · Yuqi Zhang · Xiuyu Sun
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Automatic Loss Function Search for Predict-Then-Optimize Problems with Strong Ranking Property
Boshi Wang · Jialin Yi · Hang Dong · Bo Qiao · Chuan Luo · Qingwei Lin
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Transferable Adversarial Attack based on Integrated Gradients
Yi Huang · Adams Kong
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Online Target Q-learning with Reverse Experience Replay: Efficiently finding the Optimal Policy for Linear MDPs
Naman Agarwal · Syomantak Chaudhuri · Prateek Jain · Dheeraj Nagaraj · Praneeth Netrapalli
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting
Yuzhou Chen · Ignacio Segovia-Dominguez · Baris Coskunuzer · Yulia Gel
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Rethinking Class-Prior Estimation for Positive-Unlabeled Learning
Yu Yao · Tongliang Liu · Bo Han · Mingming Gong · Gang Niu · Masashi Sugiyama · Dacheng Tao
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
CrossBeam: Learning to Search in Bottom-Up Program Synthesis
Kensen Shi · Hanjun Dai · Kevin Ellis · Charles Sutton
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
R5: Rule Discovery with Reinforced and Recurrent Relational Reasoning
Shengyao Lu · Bang Liu · Keith G Mills · SHANGLING JUI · Di Niu
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT)
Universalizing Weak Supervision
Changho Shin · Winfred Li · Harit Vishwakarma · Nicholas Roberts · Frederic Sala
Poster
Thu Apr 28 06:30 PM -- 08:30 PM (PDT) @ Virtual
On the benefits of maximum likelihood estimation for Regression and Forecasting
Pranjal Awasthi · Abhimanyu Das · Rajat Sen · Ananda Suresh