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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
DA-Ada: Learning Domain-Aware Adapter for Domain Adaptive Object Detection
NIPS 2024
OPERA: Automatic Offline Policy Evaluation with Re-weighted Aggregates of Multiple Estimators
NIPS 2024
M3LEO: A Multi-Modal, Multi-Label Earth Observation Dataset Integrating Interferometric SAR and Multispectral Data
NIPS 2024
Metric from Human: Zero-shot Monocular Metric Depth Estimation via Test-time Adaptation
NIPS 2024
PURE: Prompt Evolution with Graph ODE for Out-of-distribution Fluid Dynamics Modeling
NIPS 2024
TAIA: Large Language Models are Out-of-Distribution Data Learners
NIPS 2024
Hierarchical Visual Feature Aggregation for OCR-Free Document Understanding
NIPS 2024
RealMAN: A Real-Recorded and Annotated Microphone Array Dataset for Dynamic Speech Enhancement and Localization
NIPS 2024
Online Feature Updates Improve Online (Generalized) Label Shift Adaptation
NIPS 2024
Causal Deciphering and Inpainting in Spatio-Temporal Dynamics via Diffusion Model
NIPS 2024
Rethinking Out-of-Distribution Detection on Imbalanced Data Distribution
NIPS 2024
Mitigating Covariate Shift in Behavioral Cloning via Robust Stationary Distribution Correction
NIPS 2024
Robust Graph Neural Networks via Unbiased Aggregation
NIPS 2024
Prism: A Framework for Decoupling and Assessing the Capabilities of VLMs
NIPS 2024
DECO-Bench: Unified Benchmark for Decoupled Task-Agnostic Synthetic Data Release
NIPS 2024
Fractal Patterns May Illuminate the Success of Next-Token Prediction
NIPS 2024
Customizing Language Models with Instance-wise LoRA for Sequential Recommendation
NIPS 2024
Spike-based Neuromorphic Model for Sound Source Localization
NIPS 2024
On the Surprising Effectiveness of Attention Transfer for Vision Transformers
NIPS 2024
Chat-Scene: Bridging 3D Scene and Large Language Models with Object Identifiers
NIPS 2024
UMFC: Unsupervised Multi-Domain Feature Calibration for Vision-Language Models
NIPS 2024
Multi-Group Proportional Representation in Retrieval
NIPS 2024
Image2Struct: Benchmarking Structure Extraction for Vision-Language Models
NIPS 2024
A SARS-CoV-2 Interaction Dataset and VHH Sequence Corpus for Antibody Language Models
NIPS 2024
Attention Temperature Matters in ViT-Based Cross-Domain Few-Shot Learning
NIPS 2024
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