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Machine Learning
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Domain Adaptation
8,656 papers
Papers per year
2003: 1
2004: 2
2006: 11
2007: 9
2008: 8
2009: 13
2010: 14
2011: 16
2012: 16
2013: 44
2014: 32
2015: 44
2016: 126
2017: 203
2018: 378
2019: 662
2020: 726
2021: 1006
2022: 964
2023: 1217
2024: 1326
2025: 1387
2026: 451
Papers
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
ODD: A Benchmark Dataset for the Natural Language Processing Based Opioid Related Aberrant Behavior Detection
NAACL 2024
Prompt-Singer: Controllable Singing-Voice-Synthesis with Natural Language Prompt
NAACL 2024
Improving Pre-trained Language Model Sensitivity via Mask Specific losses: A case study on Biomedical NER
NAACL 2024
Retrieval Helps or Hurts? A Deeper Dive into the Efficacy of Retrieval Augmentation to Language Models
NAACL 2024
Contrastive and Consistency Learning for Neural Noisy-Channel Model in Spoken Language Understanding
NAACL 2024
AfriMTE and AfriCOMET: Enhancing COMET to Embrace Under-resourced African Languages
NAACL 2024
CMB: A Comprehensive Medical Benchmark in Chinese
NAACL 2024
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation
NAACL 2024
Assisting in Writing Wikipedia-like Articles From Scratch with Large Language Models
NAACL 2024
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