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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
Model Reprogramming: Resource-Efficient Cross-Domain Machine Learning
AAAI 2024
Towards Reliable Learning in the Wild: Generalization and Adaptation
AAAI 2024
Select and Augment: Enhanced Dense Retrieval Knowledge Graph Augmentation (Abstract Reprint)
AAAI 2024
A Hybrid AI Framework for Sensor-Based Personal Health Monitoring towards Precision Health
AAAI 2024
Meta-Crafting: Improved Detection of Out-of-Distributed Texts via Crafting Metadata Space (Student Abstract)
AAAI 2024
Towards Robustness to Natural Variations and Distribution Shift (Student Abstract)
AAAI 2024
When Sparse Graph Representation Learning Falls into Domain Shift: Data Augmentation for Cross-Domain Graph Meta-Learning (Student Abstract)
AAAI 2024
Target-Free Domain Adaptation through Cross-Adaptation (Student Abstract)
AAAI 2024
Adapting Animal Models to Assess Sufficiency of Fluid Resuscitation in Humans (Student Abstract)
AAAI 2024
DDViT: Double-Level Fusion Domain Adapter Vision Transformer (Student Abstract)
AAAI 2024
Biomedical Knowledge Graph Embedding with Householder Projection (Student Abstract)
AAAI 2024
MRMLREC: A Two-Stage Approach for Addressing Data Sparsity in MOOC Video Recommendation (Student Abstract)
AAAI 2024
Revolutionizing Education through AI-Powered Inclusive Learning Systems
AAAI 2024
Tools Identification By On-Board Adaptation of Vision-and-Language Models
AAAI 2024
MAGE: Machine-generated Text Detection in the Wild
ACL 2024
Explore Spurious Correlations at the Concept Level in Language Models for Text Classification
ACL 2024
Pouring Your Heart Out: Investigating the Role of Figurative Language in Online Expressions of Empathy
ACL 2024
Grounding Language Model with Chunking-Free In-Context Retrieval
ACL 2024
Citation-Enhanced Generation for LLM-based Chatbots
ACL 2024
Unity in Diversity: Collaborative Pre-training Across Multimodal Medical Sources
ACL 2024
SBAAM! Eliminating Transcript Dependency in Automatic Subtitling
ACL 2024
MentalManip: A Dataset For Fine-grained Analysis of Mental Manipulation in Conversations
ACL 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs
ACL 2024
Babel-ImageNet: Massively Multilingual Evaluation of Vision-and-Language Representations
ACL 2024
Zero-Shot Cross-Domain Dialogue State Tracking via Dual Low-Rank Adaptation
ACL 2024
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