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Machine Learning
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Domain Generalization
1760 directly classified papers
Papers per year
2008: 1
2013: 2
2014: 1
2015: 4
2016: 2
2017: 6
2018: 12
2019: 68
2020: 85
2021: 213
2022: 277
2023: 378
2024: 322
2025: 280
2026: 109
Papers
LEADS: Learning Dynamical Systems that Generalize Across Environments
NIPS 2021
An Information-theoretic Approach to Distribution Shifts
NIPS 2021
Encoding Robustness to Image Style via Adversarial Feature Perturbations
NIPS 2021
An Empirical Investigation of Domain Generalization with Empirical Risk Minimizers
NIPS 2021
Size-Invariant Graph Representations for Graph Classification Extrapolations
ICML 2021
Generalisability of Topic Models in Cross-corpora Abusive Language Detection
NAACL 2021
SECANT: Self-Expert Cloning for Zero-Shot Generalization of Visual Policies
ICML 2021
Environment Inference for Invariant Learning
ICML 2021
Automatic Data Augmentation for Generalization in Reinforcement Learning
NIPS 2021
Taskography: Evaluating robot task planning over large 3D scene graphs
CORL 2021
Towards robust vision by multi-task learning on monkey visual cortex
NIPS 2021
On Interaction Between Augmentations and Corruptions in Natural Corruption Robustness
NIPS 2021
Intriguing Properties of Vision Transformers
NIPS 2021
Increasing Robustness to Spurious Correlations using Forgettable Examples
EACL 2021
No RL, No Simulation: Learning to Navigate without Navigating
NIPS 2021
On Compositional Generalization of Neural Machine Translation
IJCNLP 2021
Learn to Expect the Unexpected: Probably Approximately Correct Domain Generalization
AISTATS 2021
Quantifying and Improving Transferability in Domain Generalization
NIPS 2021
Invariant Causal Imitation Learning for Generalizable Policies
NIPS 2021
Learning a Universal Template for Few-shot Dataset Generalization
ICML 2021
Connecting Sphere Manifolds Hierarchically for Regularization
ICML 2021
A Study of Morphological Robustness of Neural Machine Translation
ACL 2021
Spurious Correlations in Cross-Topic Argument Mining
ACL 2021
Learning To Diversify for Single Domain Generalization
ICCV 2021
Domain Generalization under Conditional and Label Shifts via Variational Bayesian Inference
IJCAI 2021
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