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domain adaptation

4595 papers

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DA

Co-occurring keywords

transfer learning (5449) unsupervised learning (3264) large language model (13587) semantic segmentation (3186) domain generalization (1522) representation learning (6206) neural machine translation (2310) adversarial learning (1595) text classification (6793) knowledge distillation (3725)

Papers

Bridge the Gap Between Architecture Spaces via A Cross-Domain Predictor NIPS 2022
SelecMix: Debiased Learning by Contradicting-pair Sampling NIPS 2022
Few-shot Image Generation via Adaptation-Aware Kernel Modulation NIPS 2022
Contrastive Adapters for Foundation Model Group Robustness NIPS 2022
Physically-Based Face Rendering for NIR-VIS Face Recognition NIPS 2022
CALI: Coarse-to-Fine ALIgnments Based Unsupervised Domain Adaptation of Traversability Prediction for Deployable Autonomous Navigation RSS 2022
FabKG: A Knowledge graph of Manufacturing Science domain utilizing structured and unconventional unstructured knowledge source NAACL 2022
Understanding Simultaneous Train and Test Robustness ALT 2022
Sim-to-Real via Sim-to-Seg: End-to-end Off-road Autonomous Driving Without Real Data CORL 2022
ORIENT: Submodular Mutual Information Measures for Data Subset Selection under Distribution Shift NIPS 2022
Learning Robust Real-World Dexterous Grasping Policies via Implicit Shape Augmentation CORL 2022
Motion Style Transfer: Modular Low-Rank Adaptation for Deep Motion Forecasting CORL 2022
Sparse2Dense: Learning to Densify 3D Features for 3D Object Detection NIPS 2022
Learning Concept Credible Models for Mitigating Shortcuts NIPS 2022
UMIX: Improving Importance Weighting for Subpopulation Shift via Uncertainty-Aware Mixup NIPS 2022
PAC-Bayesian domain adaptation bounds for multiclass learners UAI 2022
Cross-corpora experiments of automatic proficiency assessment and error detection for spoken English NAACL 2022
Toward learning human-aligned cross-domain robust models by countering misaligned features UAI 2022
FactMix: Using a Few Labeled In-domain Examples to Generalize to Cross-domain Named Entity Recognition COLING 2022
Semi-supervised Domain Adaptation for Dependency Parsing with Dynamic Matching Network ACL 2022
Synthetic Question Value Estimation for Domain Adaptation of Question Answering ACL 2022
The Trade-offs of Domain Adaptation for Neural Language Models ACL 2022
DoCoGen: Domain Counterfactual Generation for Low Resource Domain Adaptation ACL 2022
Adaptor: Objective-Centric Adaptation Framework for Language Models ACL 2022
Efficient Argument Structure Extraction with Transfer Learning and Active Learning ACL 2022