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Domain Adaptation
8656 directly classified 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
Bridge-Coder: Transferring Model Capabilities from High-Resource to Low-Resource Programming Language
ACL 2025
Enhancing Medical Dialogue Generation through Knowledge Refinement and Dynamic Prompt Adjustment
ACL 2025
Aspect-Based Opinion Summarization with Argumentation Schemes
ACL 2025
Grammar-Based Code Representation: Is It a Worthy Pursuit for LLMs?
ACL 2025
Sign2Vis: Automated Data Visualization from Sign Language
ACL 2025
Retrieval-Augmented Generation Meets Local Languages for Improved Drug Information Access and Comprehension.
ACL 2025
SwiLTra-Bench: The Swiss Legal Translation Benchmark
ACL 2025
Can we Retrieve Everything All at Once? ARM: An Alignment-Oriented LLM-based Retrieval Method
ACL 2025
Variety delights (sometimes) - Annotation differences in morphologically annotated corpora
ACL 2025
Removal of Hallucination on Hallucination: Debate-Augmented RAG
ACL 2025
Bridging Local Inductive Bias and Long-Range Dependencies with Pixel-Mamba for End-to-end Whole Slide Image Analysis
ICCV 2025
Parameter-Efficient Adaptation of Geospatial Foundation Models through Embedding Deflection
ICCV 2025
FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging
ICCV 2025
Mixture of Small and Large Models for Chinese Spelling Check
ACL 2025
Towards Robust Universal Information Extraction: Dataset, Evaluation, and Solution
ACL 2025
RUNA: Object-Level Out-of-Distribution Detection via Regional Uncertainty Alignment of Multimodal Representations
AAAI 2025
CheXalign: Preference fine-tuning in chest X-ray interpretation models without human feedback
ACL 2025
Contrastive Learning on LLM Back Generation Treebank for Cross-domain Constituency Parsing
ACL 2025
Mitigating Pervasive Modality Absence Through Multimodal Generalization and Refinement
AAAI 2025
Perspective-Invariant 3D Object Detection
ICCV 2025
Advancing SMoE for Continuous Domain Adaptation of MLLMs: Adaptive Router and Domain-Specific Loss
ACL 2025
Language Fusion for Parameter-Efficient Cross-lingual Transfer
ACL 2025
Generalizable Disaster Damage Assessment via Change Detection with Vision Foundation Model
AAAI 2025
SEA: Low-Resource Safety Alignment for Multimodal Large Language Models via Synthetic Embeddings
ACL 2025
Beyond Similarity: A Gradient-based Graph Method for Instruction Tuning Data Selection
ACL 2025
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