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Deep Learning
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Transfer Learning
2362 directly classified papers
Papers per year
2008: 1
2011: 1
2013: 6
2014: 4
2015: 11
2016: 21
2017: 48
2018: 83
2019: 184
2020: 296
2021: 309
2022: 356
2023: 320
2024: 366
2025: 348
2026: 8
Papers
PHATNet: A Physics-guided Haze Transfer Network for Domain-adaptive Real-world Image Dehazing
ICCV 2025
EmbodiedSplat: Personalized Real-to-Sim-to-Real Navigation with Gaussian Splats from a Mobile Device
ICCV 2025
Logits DeConfusion with CLIP for Few-Shot Learning
CVPR 2025
Minimal Interaction Seperated Tuning: A New Paradigm for Visual Adaptation
CVPR 2025
Multi-Resolution Pathology-Language Pre-training Model with Text-Guided Visual Representation
CVPR 2025
Annotation-Efficient Language Model Alignment via Diverse and Representative Response Texts
EMNLP 2025
FlowMalTrans: Unsupervised Binary Code Translation for Malware Detection Using Flow-Adapter Architecture
EMNLP 2025
Deploying Tiny LVLM Judges for Real-World Evaluation of Chart Models: Lessons Learned and Best Practices
EMNLP 2025
LLMInit: A Free Lunch from Large Language Models for Selective Initialization of Recommendation
EMNLP 2025
R-LoRA: Randomized Multi-Head LoRA for Efficient Multi-task Learning
EMNLP 2025
HydraOpt: Navigating the Efficiency-Performance Trade-off of Adapter Merging
EMNLP 2025
Enhancing LLM Language Adaption through Cross-lingual In-Context Pre-training
EMNLP 2025
Leveraging Loanword Constraints for Improving Machine Translation in a Low-Resource Multilingual Context
EMNLP 2025
Please Translate Again: Two Simple Experiments on Whether Human-Like Reasoning Helps Translation
EMNLP 2025
IndiGEC: Multilingual Grammar Error Correction for Low-Resource Indian Languages
EMNLP 2025
Composable Cross-prompt Essay Scoring by Merging Models
EMNLP 2025
Add-One-In: Incremental Sample Selection for Large Language Models via a Choice-Based Greedy Paradigm
EMNLP 2025
Scaling Low-Resource MT via Synthetic Data Generation with LLMs
EMNLP 2025
A Systematic Analysis of Base Model Choice for Reward Modeling
EMNLP 2025
Idiosyncratic Versus Normative Modeling of Atypical Speech Recognition: Dysarthric Case Studies
EMNLP 2025
MMA: Cross-Domain Knowledge Integration via Mixture of Multi-Domain Agents
EMNLP 2025
Random at GenAI Detection Task 3: A Hybrid Approach to Cross-Domain Detection of Machine-Generated Text with Adversarial Attack Mitigation
COLING 2025
Hearing Anywhere in Any Environment
CVPR 2025
What Makes a Good Dataset for Knowledge Distillation?
CVPR 2025
Finetuning Pre-trained Language Models for Bidirectional Sign Language Gloss to Text Translation
IJCNLP 2025
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