[SciPapermill] Roundup of Latest Research Digests

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Kareem Darwish

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Jan 24, 2026, 6:15:52 AMJan 24
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2026-1-24: Roundup of Weekly Digests

Generative AI & Large Language Models

Large language models
Generative AI
Multimodal large language models
Vision-language models
Agents
Retrieval-augmented generation
Chain-of-thought reasoning
Prompt engineering
Code generation
Text-to-image generation
Mathematical reasoning

Natural Language & Speech Processing

Domains & Applications

Healthcare
Fintech
Education
Manufacturing
Transportation
Cybersecurity
Mental health
Robotics
Autonomous systems
Autonomous driving
Dynamic environments

Learning Paradigms

Machine learning
Deep learning
Reinforcement learning
Unsupervised learning
Semi-supervised learning
Self-supervised learning
Active learning
Transfer learning
Meta-learning
Continual learning
Federated learning
Multi-task learning
Representation learning
Contrastive learning
Zero-shot learning
Few-shot learning
In-context learning

Architectures & Core Models

Computer Vision & Graphics

Object detection
Image segmentation
Semantic segmentation
Segment anything model
Optical character recognition
Remote sensing
Gaussian splatting
Deepfake detection

Methodology, Tuning & Data

Anomaly detection
Fine-tuning
Parameter-efficient fine-tuning
Domain adaptation
Domain generalization
Data augmentation
Feature extraction
Uncertainty estimation
Sample efficiency
Class imbalance
Benchmarking
Time series forecasting

Safety, Efficiency & Human Factors

Ethics
Explainable AI
Interpretability
Human-AI collaboration
Robustness
Adversarial training
Adversarial attacks
Differential privacy
Formal verification
Model compression
Knowledge distillation
Energy efficiency
Edge computing
Computational complexity
Catastrophic forgetting
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