Meta-Learning with Fewer Tasks through Task Interpolation
Comments Accepted by ICLR 2022 (Oral)
期刊&会议
ICLR
International Conference on Learning Representations · 会议 · Machine Learning
Quantitative Performance Assessment of CNN Units via Topological Entropy Calculation
Comments Conference paper at ICLR 2022
Topological Graph Neural Networks
Journal ref Tenth International Conference on Learning Representations (ICLR), 2022
Augmented Sliced Wasserstein Distances
Comments 37 pages, 19 figures, published as a conference paper at ICLR 2022
Attacking deep networks with surrogate-based adversarial black-box methods is easy
Comments ICLR 2022
COPA: Certifying Robust Policies for Offline Reinforcement Learning against Poisoning Attacks
Comments Published as a conference paper at ICLR 2022
WeakM3D: Towards Weakly Supervised Monocular 3D Object Detection
Comments Accepted by ICLR 2022
Unified Visual Transformer Compression
Comments Accepted by ICLR'22
Auto-Transfer: Learning to Route Transferrable Representations
Comments Camera ready ICLR 2022
Multi-Stage Episodic Control for Strategic Exploration in Text Games
Comments ICLR 2022 (Spotlight) - https://sites.google.com/princeton.edu/xtx
Label-Efficient Semantic Segmentation with Diffusion Models
Comments ICLR'2022; v3: camera ready
On the Existence of Universal Lottery Tickets
Comments Accepted for publication at The Tenth International Conference on Learning Representations (ICLR 2022)
What Do We Mean by Generalization in Federated Learning?
Comments Accepted to ICLR 2022. Code repository see https://bit.ly/fl-generalization
Graph-Guided Network for Irregularly Sampled Multivariate Time Series
Comments Accepted by ICLR 2022; https://github.com/mims-harvard/Raindrop
Revisiting Design Choices in Offline Model-Based Reinforcement Learning
Comments Spotlight @ ICLR 2022; Spotlight @ RL4RealLife Workshop ICML2021
Dropout Q-Functions for Doubly Efficient Reinforcement Learning
Comments ICLR 2022. Source code: https://github.com/TakuyaHiraoka/Dropout-Q-Functions-for-Doubly-Efficient-Reinforcement-Learning Poster: https://drive.google.com/file/d/1_JSuwlUsMjzo6zRaAIcXXj3__AmOvu2t/view?usp=sharing Slides: https://drive.google.com/file/d/1ecq9SQ2KSNpfeblCkr6TYPz5gRk_Y4S8/view?usp=sharing
HyAR: Addressing Discrete-Continuous Action Reinforcement Learning via Hybrid Action Representation
Comments Accepted on ICLR 2022
Bootstrapped Meta-Learning
Comments Published at ICLR 2022. 37 pages, 19 figures, 9 tables
PI3NN: Out-of-distribution-aware prediction intervals from three neural networks
Journal ref ICLR 2022
Perceiver IO: A General Architecture for Structured Inputs & Outputs
Comments ICLR 2022 camera ready. Code: https://dpmd.ai/perceiver-code
Unsupervised Discovery of Object Radiance Fields
Comments ICLR 2022. Project page: https://kovenyu.com/uorf/
SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption
Comments ICLR 2022 Spotlight
Bregman Gradient Policy Optimization
Comments Published in ICLR 2022
PAC Prediction Sets Under Covariate Shift
Comments Accepted to ICLR 2022
CROP: Certifying Robust Policies for Reinforcement Learning through Functional Smoothing
Comments Published as a conference paper at ICLR 2022
FedBABU: Towards Enhanced Representation for Federated Image Classification
Comments Published at ICLR 2022
Incremental False Negative Detection for Contrastive Learning
Comments ICLR 2022
Cross-Trajectory Representation Learning for Zero-Shot Generalization in RL
Comments ICLR 2022
NODE-GAM: Neural Generalized Additive Model for Interpretable Deep Learning
Comments 2022 ICLR Spotlight paper
Bayesian Neural Network Priors Revisited
Comments Accepted at ICLR 2022
