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Domain Adaptation

8,656 papers

Papers per year

Papers

BioMassters: A Benchmark Dataset for Forest Biomass Estimation using Multi-modal Satellite Time-series NIPS 2023
Transition-constant Normalization for Image Enhancement NIPS 2023
Real-World Image Super-Resolution as Multi-Task Learning NIPS 2023
AND: Adversarial Neural Degradation for Learning Blind Image Super-Resolution NIPS 2023
Window-Based Distribution Shift Detection for Deep Neural Networks NIPS 2023
Beyond Invariance: Test-Time Label-Shift Adaptation for Addressing "Spurious" Correlations NIPS 2023
Generalizing Importance Weighting to A Universal Solver for Distribution Shift Problems NIPS 2023
Retrieval-Augmented Multiple Instance Learning NIPS 2023
Does progress on ImageNet transfer to real-world datasets? NIPS 2023
Learning Sample Difficulty from Pre-trained Models for Reliable Prediction NIPS 2023
Optimize Planning Heuristics to Rank, not to Estimate Cost-to-Goal NIPS 2023
Brant: Foundation Model for Intracranial Neural Signal NIPS 2023
Bringing regularized optimal transport to lightspeed: a splitting method adapted for GPUs NIPS 2023
VisIT-Bench: A Dynamic Benchmark for Evaluating Instruction-Following Vision-and-Language Models NIPS 2023
Make the U in UDA Matter: Invariant Consistency Learning for Unsupervised Domain Adaptation NIPS 2023
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering NIPS 2023
Is Heterogeneity Notorious? Taming Heterogeneity to Handle Test-Time Shift in Federated Learning NIPS 2023
Convolutional Visual Prompt for Robust Visual Perception NIPS 2023
Scalable Transformer for PDE Surrogate Modeling NIPS 2023
PRIOR: Personalized Prior for Reactivating the Information Overlooked in Federated Learning. NIPS 2023
Adapting to Continuous Covariate Shift via Online Density Ratio Estimation NIPS 2023
Holistic Transfer: Towards Non-Disruptive Fine-Tuning with Partial Target Data NIPS 2023
Actively Testing Your Model While It Learns: Realizing Label-Efficient Learning in Practice NIPS 2023
Monitor-Guided Decoding of Code LMs with Static Analysis of Repository Context NIPS 2023
Subspace Identification for Multi-Source Domain Adaptation NIPS 2023