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Methodology
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Machine Learning
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Transfer Learning
3884 directly classified papers
Papers per year
2002: 1
2003: 1
2006: 3
2007: 2
2008: 3
2009: 3
2010: 4
2011: 7
2012: 5
2013: 28
2014: 14
2015: 14
2016: 50
2017: 119
2018: 136
2019: 254
2020: 371
2021: 481
2022: 497
2023: 584
2024: 538
2025: 735
2026: 34
Papers
DoraCycle: Domain-Oriented Adaptation of Unified Generative Model in Multimodal Cycles
CVPR 2025
Dataset Distillation with Neural Characteristic Function: A Minmax Perspective
CVPR 2025
Latte: Collaborative Test-Time Adaptation of Vision-Language Models in Federated Learning
ICCV 2025
EvRT-DETR: Latent Space Adaptation of Image Detectors for Event-based Vision
ICCV 2025
ViT-Split: Unleashing the Power of Vision Foundation Models via Efficient Splitting Heads
ICCV 2025
Diving into the Fusion of Monocular Priors for Generalized Stereo Matching
ICCV 2025
EfficientMT: Efficient Temporal Adaptation for Motion Transfer in Text-to-Video Diffusion Models
ICCV 2025
Fuse Before Transfer: Knowledge Fusion for Heterogeneous Distillation
ICCV 2025
OpenVision: A Fully-Open, Cost-Effective Family of Advanced Vision Encoders for Multimodal Learning
ICCV 2025
TopoTTA: Topology-Enhanced Test-Time Adaptation for Tubular Structure Segmentation
ICCV 2025
Integrating Task-Specific and Universal Adapters for Pre-Trained Model-based Class-Incremental Learning
ICCV 2025
ConstStyle: Robust Domain Generalization with Unified Style Transformation
ICCV 2025
Perspective-Aware Teaching: Adapting Knowledge for Heterogeneous Distillation
ICCV 2025
MV-Adapter: Multi-View Consistent Image Generation Made Easy
ICCV 2025
G2PDiffusion: Cross-Species Genotype-to-Phenotype Prediction via Evolutionary Diffusion
ICCV 2025
VersaTune: An Efficient Data Composition Framework for Training Multi-Capability LLMs
EMNLP 2025
Hybrid-Tower: Fine-grained Pseudo-query Interaction and Generation for Text-to-Video Retrieval
ICCV 2025
SciVid: Cross-Domain Evaluation of Video Models in Scientific Applications
ICCV 2025
A Good Teacher Adapts Their Knowledge for Distillation
ICCV 2025
EdinHelsOW WMT 2025 CreoleMT System Description: Improving Lusophone Creole Translation through Data Augmentation, Model Merging and LLM Post-editing
EMNLP 2025
JHU WMT 2025 CreoleMT System Description: Data for Belizean Kriol and French Guianese Creole MT
EMNLP 2025
ANVITA : A Multi-pronged Approach for Enhancing Machine Translation of Extremely Low-Resource Indian Languages
EMNLP 2025
A Training-Free Length Extrapolation Approach for LLMs: Greedy Attention Logit Interpolation
EMNLP 2025
Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation
CVPR 2025
Shawarma Chats: A Benchmark Exact Dialogue & Evaluation Platter in Egyptian, Maghrebi & Modern Standard Arabic—A Triple-Dialect Feast for Hungry Language Models
EMNLP 2025
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