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Domain Adaptation

8,962 papers

Papers per year

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Papers

Monotonic Risk Relationships under Distribution Shifts for Regularized Risk Minimization JMLR 2024
Blessings and Curses of Covariate Shifts: Adversarial Learning Dynamics, Directional Convergence, and Equilibria JMLR 2024
Label Alignment Regularization for Distribution Shift JMLR 2024
On Causality in Domain Adaptation and Semi-Supervised Learning: an Information-Theoretic Analysis for Parametric Models JMLR 2024
On Regularized Radon-Nikodym Differentiation JMLR 2024
Functional optimal transport: regularized map estimation and domain adaptation for functional data JMLR 2024
Robust Principal Component Analysis using Density Power Divergence JMLR 2024
Gradual Domain Adaptation: Theory and Algorithms JMLR 2024
Deep Nonparametric Quantile Regression under Covariate Shift JMLR 2024
Nearest Neighbor Sampling for Covariate Shift Adaptation JMLR 2024
Adapting image-based RL policies via predicted rewards L4DC 2024
Learning and deploying robust locomotion policies with minimal dynamics randomization L4DC 2024
In vivo learning-based control of microbial populations density in bioreactors L4DC 2024
Stable modular control via contraction theory for reinforcement learning L4DC 2024
Physically consistent modeling & identification of nonlinear friction with dissipative Gaussian processes L4DC 2024
Multi-agent coverage control with transient behavior consideration L4DC 2024
Data-driven simulator for mechanical circulatory support with domain adversarial neural process L4DC 2024
DC4L: Distribution shift recovery via data-driven control for deep learning models L4DC 2024
Hamiltonian GAN L4DC 2024
Adversarial Diffusion Model for Domain-Adaptive Depth Estimation in Bronchoscopic Navigation MICCAI 2024
PILOT: Legal Case Outcome Prediction with Case Law NAACL 2024
MSciNLI: A Diverse Benchmark for Scientific Natural Language Inference NAACL 2024
Fact Checking Beyond Training Set NAACL 2024
Elote, Choclo and Mazorca: on the Varieties of Spanish NAACL 2024
Beyond Borders: Investigating Cross-Jurisdiction Transfer in Legal Case Summarization NAACL 2024