Contrastive Learning
التعلم التبايُني
نموذج تدريبي يتعلم فيه النموذج بمقارنة الأزواج الإيجابية (المتطابقة) بالأزواج السلبية (غير المتطابقة)، ساحباً العناصر المتشابهة نحو بعضها ودافعاً غير المتشابهة بعيداً في فضاء التضمين.
A training paradigm where the model learns by comparing positive (matching) pairs against negative (non-matching) pairs, pulling similar items together and pushing dissimilar items apart in embedding space.
Also translated asالتدريب القائم على تمييز الفروق، التعلم بالتضاد، التعلم بالمقارنة التبايُنية، التعلم بالمقارنة التقابلية، تعلم التمثيلات بالتقارب والتباعد
First appears in this corpus in: The Mathematics of Statistical Machine Translation: Parameter Estimation (1993)
Appears in these papers
- ALIGN: Scaling Up Visual and Vision-Language Representation Learning with Noisy Text Supervision2021in the sky ✦
- ALIGN: Scaling Up Visual and Vision-Language Representation Learning with Noisy Text Supervision2021in the sky ✦
- Atlas: Few-shot Learning with Retrieval Augmented Language Models2023in the sky ✦
- Barlow Twins: Self-Supervised Learning via Redundancy Reduction2021in the sky ✦
- Barlow Twins: Self-Supervised Learning via Redundancy Reduction2021in the sky ✦
- BLIP-2: Bootstrapping Language-Image Pre-Training with Frozen Image Encoders and Large Language Models2023in the sky ✦
- BLIP-2: Bootstrapping Language-Image Pre-Training with Frozen Image Encoders and Large Language Models2023in the sky ✦
- Okapi at TREC-31994in the sky ✦
- Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning2020in the sky ✦
- Bootstrap Your Own Latent: A New Approach to Self-Supervised Learning2020in the sky ✦
- Learning Transferable Visual Models from Natural Language Supervision2021in the sky ✦
- Learning Transferable Visual Models from Natural Language Supervision2021in the sky ✦
- Unsupervised Visual Representation Learning by Context Prediction2015in the sky ✦
- Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning2022in the sky ✦
- Contriever: Unsupervised Dense Information Retrieval with Contrastive Learning2022in the sky ✦
- Representation Learning with Contrastive Predictive Coding2018in the sky ✦
- Emerging Properties in Self-Supervised Vision Transformers2021in the sky ✦
- Emerging Properties in Self-Supervised Vision Transformers2021in the sky ✦
- DINOv2: Learning Robust Visual Features Without Supervision2023in the sky ✦
- Dense Passage Retrieval for Open-Domain Question Answering2020in the sky ✦
- FaceNet: A Unified Embedding for Face Recognition and Clustering2015in the sky ✦
- FaceNet: A Unified Embedding for Face Recognition and Clustering2015in the sky ✦
- Flamingo: a Visual Language Model for Few-Shot Learning2022in the sky ✦
- Flamingo: a Visual Language Model for Few-Shot Learning2022in the sky ✦
- HyDE: Precise Zero-Shot Dense Retrieval without Relevance Labels2022in the sky ✦
- HyDE: Precise Zero-Shot Dense Retrieval without Relevance Labels2022in the sky ✦
- The Mathematics of Statistical Machine Translation: Parameter Estimation1993in the sky ✦
- ImageBind: One Embedding Space to Bind Them All2023in the sky ✦
- ImageBind: One Embedding Space to Bind Them All2023in the sky ✦
- Symbolic Discovery of Optimization Algorithms2023in the sky ✦
- Masked Autoencoders Are Scalable Vision Learners2022in the sky ✦
- Momentum Contrast for Unsupervised Visual Representation Learning2020in the sky ✦
- Momentum Contrast for Unsupervised Visual Representation Learning2020in the sky ✦
- MusicLM: Generating Music From Text2023in the sky ✦
- MusicLM: Generating Music From Text2023in the sky ✦
- Unsupervised Representation Learning by Predicting Image Rotations2018in the sky ✦
- Sentence-BERT: Sentence Embeddings Using Siamese BERT-Networks2019in the sky ✦
- Signature Verification Using a "Siamese" Time Delay Neural Network1993in the sky ✦
- A Simple Framework for Contrastive Learning of Visual Representations2020in the sky ✦
- A Simple Framework for Contrastive Learning of Visual Representations2020in the sky ✦
- Exploring Simple Siamese Representation Learning2021in the sky ✦
- Exploring Simple Siamese Representation Learning2021in the sky ✦
- SwAV: Unsupervised Learning of Visual Features by Contrasting Cluster Assignments2020in the sky ✦
- SwAV: Unsupervised Learning of Visual Features by Contrasting Cluster Assignments2020in the sky ✦
- VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning2021in the sky ✦
- wav2vec 2.0: A Framework for Self-Supervised Learning of Speech Representations2020in the sky ✦