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Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Path Integral Sampler: A Stochastic Control Approach For Sampling
Qinsheng Zhang · Yongxin Chen
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Towards Evaluating the Robustness of Neural Networks Learned by Transduction
Jiefeng Chen · Xi Wu · Yang Guo · Yingyu Liang · Somesh Jha
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Demystifying Batch Normalization in ReLU Networks: Equivalent Convex Optimization Models and Implicit Regularization
Tolga Ergen · Arda Sahiner · Batu Ozturkler · John M Pauly · Morteza Mardani · Mert Pilanci
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Variational oracle guiding for reinforcement learning
Dongqi Han · Tadashi Kozuno · Xufang Luo · Zhao-Yun Chen · Kenji Doya · Yuqing Yang · Dongsheng Li
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Self-Supervision Enhanced Feature Selection with Correlated Gates
Changhee Lee · Fergus Imrie · Mihaela van der Schaar
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Neural Processes with Stochastic Attention: Paying more attention to the context dataset
Mingyu Kim · Kyeong Ryeol Go · Se-Young Yun
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Bayesian Modeling and Uncertainty Quantification for Learning to Optimize: What, Why, and How
Yuning You · Yue Cao · Tianlong Chen · Zhangyang Wang · Yang Shen
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Surreal-GAN:Semi-Supervised Representation Learning via GAN for uncovering heterogeneous disease-related imaging patterns
Zhijian Yang · Junhao Wen · Christos Davatzikos
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Chaos is a Ladder: A New Theoretical Understanding of Contrastive Learning via Augmentation Overlap
Yifei Wang · Qi Zhang · Yisen Wang · Jiansheng Yang · Zhouchen Lin
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
What Do We Mean by Generalization in Federated Learning?
Honglin Yuan · Warren Morningstar · Lin Ning · Karan Singhal
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Training invariances and the low-rank phenomenon: beyond linear networks
Thien Le · Stefanie Jegelka
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Representational Continuity for Unsupervised Continual Learning
Divyam Madaan · Jaehong Yoon · Yuanchun Li · Yunxin Liu · Sung Ju Hwang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Pixelated Butterfly: Simple and Efficient Sparse training for Neural Network Models
Beidi Chen · Tri Dao · Kaizhao Liang · Jiaming Yang · Zhao Song · Atri Rudra · Christopher Re
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Is High Variance Unavoidable in RL? A Case Study in Continuous Control
Johan Bjorck · Carla Gomes · Kilian Weinberger
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Task Relatedness-Based Generalization Bounds for Meta Learning
Jiechao Guan · Zhiwu Lu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Reinforcement Learning with Sparse Rewards using Guidance from Offline Demonstration
Desik Rengarajan · Gargi Vaidya · Akshay Sarvesh · Dileep Kalathil · Srinivas Shakkottai
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
On the Learning and Learnability of Quasimetrics
Tongzhou Wang · Phillip Isola
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Emergent Communication at Scale
Rahma Chaabouni · Florian Strub · Florent Altché · Eugene Tarassov · Corentin Tallec · Elnaz Davoodi · Kory Mathewson · Olivier Tieleman · Angeliki Lazaridou · Bilal Piot
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Meta Discovery: Learning to Discover Novel Classes given Very Limited Data
Haoang Chi · Feng Liu · Wenjing Yang · Long Lan · Tongliang Liu · Bo Han · Gang Niu · Mingyuan Zhou · Masashi Sugiyama
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Equivariant Transformers for Neural Network based Molecular Potentials
Philipp Thölke · Gianni De Fabritiis
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Generative Models as a Data Source for Multiview Representation Learning
Ali Jahanian · Xavier Puig · Yonglong Tian · Phillip Isola
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Automated Self-Supervised Learning for Graphs
Wei Jin · Xiaorui Liu · Xiangyu Zhao · Yao Ma · Neil Shah · Jiliang Tang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Do Not Escape From the Manifold: Discovering the Local Coordinates on the Latent Space of GANs
Jaewoong Choi · Junho Lee · Changyeon Yoon · Jung Ho Park · Geonho Hwang · Myungjoo Kang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
ViTGAN: Training GANs with Vision Transformers
Kwonjoon Lee · Huiwen Chang · Lu Jiang · Han Zhang · Zhuowen Tu · Ce Liu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Focus on the Common Good: Group Distributional Robustness Follows
Vihari Piratla · Praneeth Netrapalli · Sunita Sarawagi
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
GNN is a Counter? Revisiting GNN for Question Answering
Kuan Wang · Yuyu Zhang · Diyi Yang · Le Song · Tao Qin
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Taming Sparsely Activated Transformer with Stochastic Experts
Simiao Zuo · Xiaodong Liu · Jian Jiao · Young Jin Kim · Hany Hassan Awadalla · Ruofei Zhang · Jianfeng Gao · Tuo Zhao
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
On Non-Random Missing Labels in Semi-Supervised Learning
Xinting Hu · Yulei Niu · Chunyan Miao · Xian-Sheng Hua · Hanwang Zhang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Conditional Image Generation by Conditioning Variational Auto-Encoders
William Harvey · Saeid Naderiparizi · Frank Wood
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Generalized Decision Transformer for Offline Hindsight Information Matching
Hiroki Furuta · Yutaka Matsuo · Shixiang Gu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Compositional Training for End-to-End Deep AUC Maximization
Zhuoning Yuan · Zhishuai Guo · Nitesh Chawla · Tianbao Yang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
FedBABU: Toward Enhanced Representation for Federated Image Classification
Jaehoon Oh · SangMook Kim · Se-Young Yun
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Efficient and Differentiable Conformal Prediction with General Function Classes
Yu Bai · Song Mei · Huan Wang · Yingbo Zhou · Caiming Xiong
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Learning Generalizable Representations for Reinforcement Learning via Adaptive Meta-learner of Behavioral Similarities
Jianda Chen · Sinno Pan
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
UniFormer: Unified Transformer for Efficient Spatial-Temporal Representation Learning
Kunchang Li · Yali Wang · Gao Peng · Guanglu Song · Yu Liu · Hongsheng Li · Yu Qiao
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
On Robust Prefix-Tuning for Text Classification
Zonghan Yang · Yang Liu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Regularized Autoencoders for Isometric Representation Learning
Yonghyeon Lee · Sangwoong Yoon · MinJun Son · Frank Park
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
ConFeSS: A Framework for Single Source Cross-Domain Few-Shot Learning
Debasmit Das · Sungrack Yun · Fatih Porikli
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Language modeling via stochastic processes
Rose Wang · Esin Durmus · Noah Goodman · Tatsunori Hashimoto
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
GraphENS: Neighbor-Aware Ego Network Synthesis for Class-Imbalanced Node Classification
Joonhyung Park · Jaeyun Song · Eunho Yang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Retriever: Learning Content-Style Representation as a Token-Level Bipartite Graph
Dacheng Yin · Xuanchi Ren · Chong Luo · Yuwang Wang · Zhiwei Xiong · Wenjun Zeng
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Hot-Refresh Model Upgrades with Regression-Free Compatible Training in Image Retrieval
Binjie Zhang · Yixiao Ge · Yantao Shen · Yu Li · Chun Yuan · XUYUAN XU · Yexin Wang · Ying Shan
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Continual Normalization: Rethinking Batch Normalization for Online Continual Learning
Quang Pham · Chenghao Liu · Steven HOI
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Iterative Refinement Graph Neural Network for Antibody Sequence-Structure Co-design
Wengong Jin · Jeremy Wohlwend · Regina Barzilay · Tommi Jaakkola
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Online Coreset Selection for Rehearsal-based Continual Learning
Jaehong Yoon · Divyam Madaan · Eunho Yang · Sung Ju Hwang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Neural Program Synthesis with Query
Di Huang · Rui Zhang · Xing Hu · Xishan Zhang · Pengwei Jin · Nan Li · Zidong Du · Qi Guo · Yunji Chen
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Unsupervised Discovery of Object Radiance Fields
Koven Yu · Leonidas Guibas · Jiajun Wu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Neural Models for Output-Space Invariance in Combinatorial Problems
Yatin Nandwani · Vidit Jain · Mausam . · Parag Singla
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Objects in Semantic Topology
Shuo Yang · Peize Sun · Yi Jiang · Xiaobo Xia · Ruiheng Zhang · Zehuan Yuan · Changhu Wang · Ping Luo · Min Xu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Differentiable Gradient Sampling for Learning Implicit 3D Scene Reconstructions from a Single Image
Shizhan Zhu · Sayna Ebrahimi · Angjoo Kanazawa · trevor darrell
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Geometric Transformers for Protein Interface Contact Prediction
Alex Morehead · Chen Chen · Jianlin Cheng
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Neural Contextual Bandits with Deep Representation and Shallow Exploration
Pan Xu · Zheng Wen · Handong Zhao · Quanquan Gu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Resonance in Weight Space: Covariate Shift Can Drive Divergence of SGD with Momentum
Kirby Banman · Garnet Liam Peet-Pare · Nidhi Hegde · Alona Fyshe · Martha White
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Understanding the Role of Self Attention for Efficient Speech Recognition
Kyuhong Shim · Jungwook Choi · Wonyong Sung
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
MoReL: Multi-omics Relational Learning
Arman Hasanzadeh · Ehsan Hajiramezanali · Nick Duffield · Xiaoning Qian
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks
Tong Bu · Wei Fang · Jianhao Ding · PENGLIN DAI · Zhaofei Yu · Tiejun Huang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Decoupled Adaptation for Cross-Domain Object Detection
Junguang Jiang · baixu chen · Jianmin Wang · Mingsheng Long
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Learning curves for continual learning in neural networks: Self-knowledge transfer and forgetting
Ryo Karakida · Shotaro Akaho
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Effective Model Sparsification by Scheduled Grow-and-Prune Methods
Xiaolong Ma · Minghai Qin · Fei Sun · Zejiang Hou · Kun Yuan · Yi Xu · Yanzhi Wang · Yen-Kuang Chen · Rong Jin · Yuan Xie
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
The Close Relationship Between Contrastive Learning and Meta-Learning
Renkun Ni · Manli Shu · Hossein Souri · Micah Goldblum · Tom Goldstein
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
FastSHAP: Real-Time Shapley Value Estimation
Neil Jethani · Mukund Sudarshan · Ian Covert · Su-In Lee · Rajesh Ranganath
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Iterated Reasoning with Mutual Information in Cooperative and Byzantine Decentralized Teaming
Sachin Konan · Esmaeil Seraj · Matthew Gombolay
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
Towards Deepening Graph Neural Networks: A GNTK-based Optimization Perspective
Wei Huang · Yayong Li · weitao du · Richard Xu · Jie Yin · Ling Chen · Miao Zhang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Towards Continual Knowledge Learning of Language Models
Joel Jang · Seonghyeon Ye · Sohee Yang · Joongbo Shin · Janghoon Han · GyeongHun kim · Stanley Jungkyu Choi · Minjoon Seo
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
GeoDiff: A Geometric Diffusion Model for Molecular Conformation Generation
Minkai Xu · Lantao Yu · Yang Song · Chence Shi · Stefano Ermon · Jian Tang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
VAT-Mart: Learning Visual Action Trajectory Proposals for Manipulating 3D ARTiculated Objects
Ruihai Wu · Yan Zhao · Kaichun Mo · Zizheng Guo · Yian Wang · Tianhao Wu · Qingnan Fan · Xuelin Chen · Leonidas Guibas · Hao Dong
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
AdaRL: What, Where, and How to Adapt in Transfer Reinforcement Learning
Biwei Huang · Fan Feng · Chaochao Lu · Sara Magliacane · Kun Zhang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Continual Learning with Recursive Gradient Optimization
Hao Liu · Huaping Liu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Target-Side Input Augmentation for Sequence to Sequence Generation
Shufang Xie · Ang Lv · Yingce Xia · Lijun Wu · Tao Qin · Tie-Yan Liu · Rui Yan
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
GreaseLM: Graph REASoning Enhanced Language Models
Xikun Zhang · Antoine Bosselut · Michihiro Yasunaga · Hongyu Ren · Percy Liang · Christopher Manning · Jure Leskovec
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
A Relational Intervention Approach for Unsupervised Dynamics Generalization in Model-Based Reinforcement Learning
Jiaxian Guo · Mingming Gong · Dacheng Tao
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Trigger Hunting with a Topological Prior for Trojan Detection
Xiaoling Hu · Xiao Lin · Michael Cogswell · Yi Yao · Susmit Jha · Chao Chen
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
A Unified Contrastive Energy-based Model for Understanding the Generative Ability of Adversarial Training
Yifei Wang · Yisen Wang · Jiansheng Yang · Zhouchen Lin
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Tuformer: Data-driven Design of Transformers for Improved Generalization or Efficiency
Xiaoyu Liu · Jiahao Su · Furong Huang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Learning Disentangled Representation by Exploiting Pretrained Generative Models: A Contrastive Learning View
Xuanchi Ren · Tao Yang · Yuwang Wang · Wenjun Zeng
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
ViDT: An Efficient and Effective Fully Transformer-based Object Detector
Hwanjun Song · Deqing Sun · Sanghyuk Chun · Varun Jampani · Dongyoon Han · Byeongho Heo · Wonjae Kim · Ming-Hsuan Yang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Rethinking Adversarial Transferability from a Data Distribution Perspective
Yao Zhu · Jiacheng Sun · Zhenguo Li
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Temporal Alignment Prediction for Supervised Representation Learning and Few-Shot Sequence Classification
Bing Su · Ji-Rong Wen
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Data-Efficient Graph Grammar Learning for Molecular Generation
Minghao Guo · Veronika Thost · Beichen Li · Payel Das · Jie Chen · Wojciech Matusik
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
On Evaluation Metrics for Graph Generative Models
Rylee Thompson · Boris Knyazev · Elahe Ghalebi · Jungtaek Kim · Graham W Taylor
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Probabilistic Implicit Scene Completion
Dongsu Zhang · Changwoon Choi · Inbum Park · Young Min Kim
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Learning Vision-Guided Quadrupedal Locomotion End-to-End with Cross-Modal Transformers
Ruihan Yang · Minghao Zhang · Nicklas Hansen · Huazhe Xu · Xiaolong Wang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT) @ Virtual
BiBERT: Accurate Fully Binarized BERT
Haotong Qin · Yifu Ding · Mingyuan Zhang · Qinghua YAN · Aishan Liu · Qingqing Dang · Ziwei Liu · Xianglong Liu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
An Unconstrained Layer-Peeled Perspective on Neural Collapse
Wenlong Ji · Yiping Lu · Yiliang Zhang · Zhun Deng · Weijie J Su
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
An Information Fusion Approach to Learning with Instance-Dependent Label Noise
Zhimeng Jiang · Kaixiong Zhou · Zirui Liu · Li Li · Rui Chen · Soo-Hyun Choi · Xia Hu
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Weighted Training for Cross-Task Learning
Shuxiao Chen · Koby Crammer · Hangfeng He · Dan Roth · Weijie J Su
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Fast Generic Interaction Detection for Model Interpretability and Compression
Tianjian Zhang · Feng Yin · Zhi-Quan Luo
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Safe Neurosymbolic Learning with Differentiable Symbolic Execution
Chenxi Yang · Swarat Chaudhuri
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Zero-CL: Instance and Feature decorrelation for negative-free symmetric contrastive learning
Shaofeng Zhang · Feng Zhu · Junchi Yan · Rui Zhao · Xiaokang Yang
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Generating Videos with Dynamics-aware Implicit Generative Adversarial Networks
Sihyun Yu · Jihoon Tack · Sangwoo Mo · Hyunsu Kim · Junho Kim · Jung-Woo Ha · Jinwoo Shin
Poster
Mon Apr 25 06:30 PM -- 08:30 PM (PDT)
Ancestral protein sequence reconstruction using a tree-structured Ornstein-Uhlenbeck variational autoencoder
Lys Sanz Moreta · Ola Rønning · Ahmad Salim Al-Sibahi · Jotun Hein · Douglas Theobald · Thomas Hamelryck