Quantum Algorithms for Deep Convolutional Neural Networks
Journal ref International Conference on Learning Representations 2020
期刊&会议
ICLR
International Conference on Learning Representations · 会议 · Machine Learning
Variational Information Bottleneck for Effective Low-Resource Fine-Tuning
Comments ICLR, 2021
Gi and Pal Scores: Deep Neural Network Generalization Statistics
Comments Accepted to RobustML Workshop at ICLR 2021
Impact of data-splits on generalization: Identifying COVID-19 from cough and context
Comments Published as a workshop paper at ICLR 2021 AI for Public Health Workshop and ICLR 20201 Machine Learning for Preventing and Combating Pandemics Workshop
Escaping Saddle Points Faster with Stochastic Momentum
Comments Accepted at ICLR 2020
Multi-Time Attention Networks for Irregularly Sampled Time Series
Comments Accepted at International Conference on Learning Representations (ICLR) 2021
Refining Deep Generative Models via Discriminator Gradient Flow
Comments ICLR 2021 Camera Ready; Code available at https://github.com/clear-nus/DGflow; Updated Related Work
Symmetry-Aware Actor-Critic for 3D Molecular Design
Journal ref International Conference on Learning Representations, 2021
Expressive Power of Invariant and Equivariant Graph Neural Networks
Comments Appears in: Proceedings of the 9th International Conference on Learning Representations, ICLR 2021. 39 pages
Using latent space regression to analyze and leverage compositionality in GANs
Comments Update to ICLR 2021 camera ready version
Iterative Empirical Game Solving via Single Policy Best Response
Journal ref ICLR 2021
CT-Net: Channel Tensorization Network for Video Classification
Comments ICLR 2021. Code is available on https://github.com/Andy1621/CT-Net
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale
Comments Fine-tuning code and pre-trained models are available at https://github.com/google-research/vision_transformer. ICLR camera-ready version with 2 small modifications: 1) Added a discussion of CLS vs GAP classifier in the appendix, 2) Fixed an error in exaFLOPs computation in Figure 5 and Table 6 (relative performance of models is basically not affected)
Multilingual Medical Question Answering and Information Retrieval for Rural Health Intelligence Access
Journal ref ICLR 2021 Workshop
DialoGraph: Incorporating Interpretable Strategy-Graph Networks into Negotiation Dialogues
Comments Accepted at ICLR 2021; https://openreview.net/forum?id=kDnal_bbb-E
Unsupervised Representation Learning for Time Series with Temporal Neighborhood Coding
Comments Camera-ready at ICLR 2021
FairBatch: Batch Selection for Model Fairness
Comments In Proceedings of the 9th International Conference on Learning Representations (ICLR), 2021
Data-Driven Shadowgraph Simulation of a 3D Object
Comments 9 pages, 9 figures. Published as a workshop paper at ICLR 2021 SimDL Workshop
Overfitting for Fun and Profit: Instance-Adaptive Data Compression
Comments Accepted at International Conference on Learning Representations 2021
On the geometry of generalization and memorization in deep neural networks
Comments ICLR 2021
Don't Do What Doesn't Matter: Intrinsic Motivation with Action Usefulness
Comments Accepted at Internationnal Joint Conference on Artificial Intelligence (IJCAI'21) and Self-Supervision for Reinforcement Learning Workshop (SSL-RL @ICLR'21)
On Statistical Bias In Active Learning: How and When To Fix It
Comments Published at ICLR 2021 (Spotlight)
Geometry-aware Instance-reweighted Adversarial Training
Comments ICLR 2021, Oral, Code <https://github.com/zjfheart/Geometry-aware-Instance-reweighted-Adversarial-Training>
Journal ref International Conference on Learning Representations (ICLR 2021)
Into the Wild with AudioScope: Unsupervised Audio-Visual Separation of On-Screen Sounds
Comments ICLR 2021, 27 pages
Layer-wise Characterization of Latent Information Leakage in Federated Learning
Comments 9 pages, at ICLR workshop (Distributed and Private Machine Learning)
GraPPa: Grammar-Augmented Pre-Training for Table Semantic Parsing
Comments 16 pages; Accepted to ICLR 2021
NViSII: A Scriptable Tool for Photorealistic Image Generation
Comments SDG Workshop at ICLR 2021. Project page is at https://github.com/owl-project/NVISII
Towards creativity characterization of generative models via group-based subset scanning
Comments Synthetic Data Generation Workshop at ICLR'21
Regularization Can Help Mitigate Poisoning Attacks... with the Right Hyperparameters
Comments Published at ICLR 2021 Workshop on Security and Safety in Machine Learning Systems. arXiv admin note: text overlap with arXiv:2003.00040
AutoLRS: Automatic Learning-Rate Schedule by Bayesian Optimization on the Fly
Comments Published as a conference paper at ICLR 2021
