#contrastivelearning نتائج البحث

Why does dimensionality collapse happen in #ContrastiveLearning? Due to a bias in the InfoNCE loss towards latents with augmentations of small variance. Our poster is today at the #SSL workshop #NeurIPS2022, Rooms 391-393.

rpatrik96's tweet image. Why does dimensionality collapse happen in #ContrastiveLearning? 
Due to a bias in the InfoNCE loss towards latents with augmentations of small variance.

Our poster is today at the #SSL workshop #NeurIPS2022, Rooms 391-393.

In an effort to better understand how view selection affects #ContrastiveLearning models, we analyze the impact of viewpoint mutual information on downstream task performance. Learn more and grab the supporting code with pre-trained models at: goo.gle/2YoIxGt

GoogleAI's tweet image. In an effort to better understand how view selection affects #ContrastiveLearning models, we analyze the impact of viewpoint mutual information on downstream task performance. Learn more and grab the supporting code with pre-trained models at: goo.gle/2YoIxGt

🔥 Read our Paper 📚 Multi-View Masked Autoencoder for General Image Representation 🔗 mdpi.com/2076-3417/13/2… 👨‍🔬 by Seungbin Ji et al. #contrastivelearning #deeplearning

Applsci's tweet image. 🔥 Read our Paper  
📚 Multi-View Masked Autoencoder for General Image Representation
🔗 mdpi.com/2076-3417/13/2…
👨‍🔬 by Seungbin Ji et al.   
#contrastivelearning #deeplearning

Excited for our new #aistats23 paper studying how robust is #multimodal #ContrastiveLearning to data mismatch! Many #AI train on *noisy* text + images pairs (eg #CLIP #dalle2)🤔 We study the effects of such noise + how to incorporate unpaired data arxiv.org/pdf/2302.06232… 1/2

james_y_zou's tweet image. Excited for our new #aistats23 paper studying how robust is #multimodal #ContrastiveLearning to data mismatch!

Many #AI train on *noisy* text + images pairs (eg #CLIP #dalle2)🤔 We study the effects of such noise + how to incorporate unpaired data 
arxiv.org/pdf/2302.06232…
1/2

📰New preprint. "Max-Margin Contrastive Learning" @anshul__shah, @macroeyesAI Chief Scientist @optiML, Rama Chellappa, @anoopcherian @MIT @JohnsHopkins #contrastivelearning #computervision

pendulumsystems's tweet image. 📰New preprint. "Max-Margin Contrastive Learning" @anshul__shah, @macroeyesAI Chief Scientist @optiML, Rama Chellappa, @anoopcherian @MIT @JohnsHopkins #contrastivelearning #computervision

A Simple Framework for Contrastive Learning of Visual Representations Chen et al.: arxiv.org/abs/2002.05709 #ArtificialIntelligence #ContrastiveLearning #DeepLearning

Montreal_AI's tweet image. A Simple Framework for Contrastive Learning of Visual Representations

Chen et al.: arxiv.org/abs/2002.05709

#ArtificialIntelligence #ContrastiveLearning #DeepLearning

#ContrastiveLearning, #SelfSupervisedLearning, now even more exciting! Come for the SOTA results, stay for the great explanations & hierarchical representations. From the nice people at @Salesforce: @lijunnan0409, @CaimingXiong, @RichardSocher, @stevenhoi arxiv.org/pdf/2005.04966…

EdwardDixon3's tweet image. #ContrastiveLearning, #SelfSupervisedLearning, now even more exciting! Come for the SOTA results, stay for the great explanations & hierarchical representations. From the nice people at @Salesforce: @lijunnan0409, @CaimingXiong, @RichardSocher, @stevenhoi arxiv.org/pdf/2005.04966…
EdwardDixon3's tweet image. #ContrastiveLearning, #SelfSupervisedLearning, now even more exciting! Come for the SOTA results, stay for the great explanations & hierarchical representations. From the nice people at @Salesforce: @lijunnan0409, @CaimingXiong, @RichardSocher, @stevenhoi arxiv.org/pdf/2005.04966…
EdwardDixon3's tweet image. #ContrastiveLearning, #SelfSupervisedLearning, now even more exciting! Come for the SOTA results, stay for the great explanations & hierarchical representations. From the nice people at @Salesforce: @lijunnan0409, @CaimingXiong, @RichardSocher, @stevenhoi arxiv.org/pdf/2005.04966…

#ContrastiveLearning is everywhere! See how it is used for efficiently training unpaired image-to-image style transfer models. Demo on Fortnite->PUBG graphics conversion and comparison with #CycleGAN 👇 🎥Video: youtube.com/watch?v=yTR10g…


Contrasting Contrastive Self-Supervised Representation Learning Models Kotar et al.: arxiv.org/abs/2103.14005 #ContrastiveLearning #DeepLearning #SelfSupervisedLearning

Montreal_AI's tweet image. Contrasting Contrastive Self-Supervised Representation Learning Models

Kotar et al.: arxiv.org/abs/2103.14005

#ContrastiveLearning #DeepLearning #SelfSupervisedLearning

🚨New paper alert! 🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians! #MultimodalLearning #ContrastiveLearning ieeexplore.ieee.org/document/11162…

IEEE_TMI's tweet image. 🚨New paper alert!

🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians!

#MultimodalLearning #ContrastiveLearning

ieeexplore.ieee.org/document/11162…

SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Bahri et al.: arxiv.org/abs/2106.15147 #ArtificialIntelligence #SelfSupervised #ContrastiveLearning

Montreal_AI's tweet image. SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption

Bahri et al.: arxiv.org/abs/2106.15147

#ArtificialIntelligence #SelfSupervised #ContrastiveLearning

Better than SimCLR?! Check out this new work by @Joh_H_Berlin and co - their proposed method ConRec outperforms SimCLR on various data sets! 👉arxiv.org/pdf/2104.04323… #AI #ContrastiveLearning

Marina_MCV's tweet image. Better than SimCLR?! Check out this new work by @Joh_H_Berlin and co - their proposed method ConRec outperforms SimCLR on various data sets!
👉arxiv.org/pdf/2104.04323… 
#AI #ContrastiveLearning

Our recent work on detecting #anomalous #driving behaviours using a modified #contrastivelearning approach. The fusion model trained on imbalanced driving dataset with 783 mins (top and front facing #depth and #infrared cameras) We obtained AUC ROC=0.974 and PR=0.977.


🚀 Performance: CellCLIP outperforms prior models on retrieval tasks & biological benchmarks, while training 6.7× faster. 🙏 Huge thanks to @ChanwooKim_ , Ethan Weinberger & advisor @suinleelab. Excited to connect at #NeurIPS2025 in San Diego! #CellPainting #ContrastiveLearning


🚨New paper alert! 🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians! #MultimodalLearning #ContrastiveLearning ieeexplore.ieee.org/document/11162…

IEEE_TMI's tweet image. 🚨New paper alert!

🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians!

#MultimodalLearning #ContrastiveLearning

ieeexplore.ieee.org/document/11162…

🔥 Read our Paper 📚 Multi-View Masked Autoencoder for General Image Representation 🔗 mdpi.com/2076-3417/13/2… 👨‍🔬 by Seungbin Ji et al. #contrastivelearning #deeplearning

Applsci's tweet image. 🔥 Read our Paper  
📚 Multi-View Masked Autoencoder for General Image Representation
🔗 mdpi.com/2076-3417/13/2…
👨‍🔬 by Seungbin Ji et al.   
#contrastivelearning #deeplearning

🔥 Read our Paper 📚 Grouped Contrastive Learning of Self-Supervised Sentence Representation 🔗 mdpi.com/2076-3417/13/1… 👨‍🔬 by Qian Wang et al. #contrastivelearning #selfattention

Applsci's tweet image. 🔥 Read our Paper  
📚 Grouped Contrastive Learning of Self-Supervised Sentence Representation
🔗 mdpi.com/2076-3417/13/1…
👨‍🔬 by Qian Wang et al.   
#contrastivelearning #selfattention

CLEWS can detect reused music fragments, even in noisy, 20s clips. 🔗Read the research: bit.ly/4moTwbO 🔗GitHub: github.com/sony/clews #MusicAI #ContrastiveLearning #AIforCreativity #GenerativeAudio


A new causal graph regression method improves graph neural networks' generalizability in challenging regression tasks. 👇 📖 t.me/ai_narrotor/14… 🎧 t.me/ai_narrotor/14… #CausalGraphRegression, #GraphNeuralNetworks, #ContrastiveLearning

AiNarrator79's tweet image. A new causal graph regression method improves graph neural networks' generalizability in challenging regression tasks.
👇
📖 t.me/ai_narrotor/14…
🎧 t.me/ai_narrotor/14…
#CausalGraphRegression, #GraphNeuralNetworks, #ContrastiveLearning

4/ 🧠 CLSP Model: Aligns these physiological signals with their corresponding textual descriptions, enabling the model to learn the subtle nuances of emotional experiences. #ContrastiveLearning #AI


🚦 New Paper Alert! 🚦 "Leveraging Contrastive Learning & Spatial Encoding for Prediction in Traffic Networks with Expanding Infrastructure" 📄 We propose DESPT, a framework that: ✅ Captures sensor dependencies 🗺️ ✅ Uses #ContrastiveLearning 🔄 ✅ Enhances generalization 📊


TULIP: A Unified Contrastive Learning Model for Enhanced Vision and Language Understanding #TULIP #ContrastiveLearning #AIinnovation #VisionLanguage #MachineLearning itinai.com/tulip-a-unifie…

vlruso's tweet image. TULIP: A Unified Contrastive Learning Model for Enhanced Vision and Language Understanding

 #TULIP #ContrastiveLearning #AIinnovation #VisionLanguage #MachineLearning

itinai.com/tulip-a-unifie…

🔥 Read our Paper 📚 DABaCLT: A Data Augmentation Bias-Aware Contrastive Learning Framework for Time Series Representation 🔗 mdpi.com/2076-3417/13/1… 👨‍🔬 by Yubo Zheng et al. #contrastivelearning #timeseriesrepresentation

Applsci's tweet image. 🔥 Read our Paper
📚 DABaCLT: A Data Augmentation Bias-Aware Contrastive Learning Framework for Time Series Representation
🔗 mdpi.com/2076-3417/13/1…
👨‍🔬 by Yubo Zheng et al.
#contrastivelearning #timeseriesrepresentation

Tech terms decoded! 🛠️ Attention techies, it’s time for #TermOfTheDay. Today, we are learning about: Contrastive Learning! 🔍 #TechTerms #ContrastiveLearning #AI #MachineLearning #DeepLearning #TechEducation

bcc_council's tweet image. Tech terms decoded! 🛠️

Attention techies, it’s time for #TermOfTheDay.

Today, we are learning about: Contrastive Learning! 🔍

#TechTerms #ContrastiveLearning #AI #MachineLearning #DeepLearning #TechEducation

We invite you to read our full TMLR paper (Feb 2025) 👉 [openreview.net/forum?id=HjpD5…] and join the discussion on how these insights could reshape the design of self-supervised learning frameworks in graph data! #GraphLearning #SSL #ContrastiveLearning


8/ 🌐 Cross-Modality Power: ACML aligns embeddings from different modalities into a shared space, revealing how modalities like NMR or SMILES complement each other for deeper chemical insights. #ContrastiveLearning


Advancing Human Motion Recognition with SkeletonCLIP++: Weighted Video Feature Integration and Enhanced Contrastive Sample Discrimination mdpi.com/1424-8220/24/4… #actionrecognition; #multimodalfusion; #contrastivelearning

Sensors_MDPI's tweet image. Advancing Human  Motion Recognition with SkeletonCLIP++: Weighted Video Feature  Integration and Enhanced Contrastive Sample Discrimination
mdpi.com/1424-8220/24/4…
#actionrecognition; #multimodalfusion; #contrastivelearning

لا توجد نتائج لـ "#contrastivelearning"

Why does dimensionality collapse happen in #ContrastiveLearning? Due to a bias in the InfoNCE loss towards latents with augmentations of small variance. Our poster is today at the #SSL workshop #NeurIPS2022, Rooms 391-393.

rpatrik96's tweet image. Why does dimensionality collapse happen in #ContrastiveLearning? 
Due to a bias in the InfoNCE loss towards latents with augmentations of small variance.

Our poster is today at the #SSL workshop #NeurIPS2022, Rooms 391-393.

In an effort to better understand how view selection affects #ContrastiveLearning models, we analyze the impact of viewpoint mutual information on downstream task performance. Learn more and grab the supporting code with pre-trained models at: goo.gle/2YoIxGt

GoogleAI's tweet image. In an effort to better understand how view selection affects #ContrastiveLearning models, we analyze the impact of viewpoint mutual information on downstream task performance. Learn more and grab the supporting code with pre-trained models at: goo.gle/2YoIxGt

🔥 Read our Paper 📚 Multi-View Masked Autoencoder for General Image Representation 🔗 mdpi.com/2076-3417/13/2… 👨‍🔬 by Seungbin Ji et al. #contrastivelearning #deeplearning

Applsci's tweet image. 🔥 Read our Paper  
📚 Multi-View Masked Autoencoder for General Image Representation
🔗 mdpi.com/2076-3417/13/2…
👨‍🔬 by Seungbin Ji et al.   
#contrastivelearning #deeplearning

A Simple Framework for Contrastive Learning of Visual Representations Chen et al.: arxiv.org/abs/2002.05709 #ArtificialIntelligence #ContrastiveLearning #DeepLearning

Montreal_AI's tweet image. A Simple Framework for Contrastive Learning of Visual Representations

Chen et al.: arxiv.org/abs/2002.05709

#ArtificialIntelligence #ContrastiveLearning #DeepLearning

🚨New paper alert! 🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians! #MultimodalLearning #ContrastiveLearning ieeexplore.ieee.org/document/11162…

IEEE_TMI's tweet image. 🚨New paper alert!

🚀A new AI model, MultiASNet, boosts aortic stenosis screening using POCUS (portable ultrasound) + structured data - making early detection faster, easier, and more accurate for all clinicians!

#MultimodalLearning #ContrastiveLearning

ieeexplore.ieee.org/document/11162…

Contrasting Contrastive Self-Supervised Representation Learning Models Kotar et al.: arxiv.org/abs/2103.14005 #ContrastiveLearning #DeepLearning #SelfSupervisedLearning

Montreal_AI's tweet image. Contrasting Contrastive Self-Supervised Representation Learning Models

Kotar et al.: arxiv.org/abs/2103.14005

#ContrastiveLearning #DeepLearning #SelfSupervisedLearning

SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption Bahri et al.: arxiv.org/abs/2106.15147 #ArtificialIntelligence #SelfSupervised #ContrastiveLearning

Montreal_AI's tweet image. SCARF: Self-Supervised Contrastive Learning using Random Feature Corruption

Bahri et al.: arxiv.org/abs/2106.15147

#ArtificialIntelligence #SelfSupervised #ContrastiveLearning

Excited for our new #aistats23 paper studying how robust is #multimodal #ContrastiveLearning to data mismatch! Many #AI train on *noisy* text + images pairs (eg #CLIP #dalle2)🤔 We study the effects of such noise + how to incorporate unpaired data arxiv.org/pdf/2302.06232… 1/2

james_y_zou's tweet image. Excited for our new #aistats23 paper studying how robust is #multimodal #ContrastiveLearning to data mismatch!

Many #AI train on *noisy* text + images pairs (eg #CLIP #dalle2)🤔 We study the effects of such noise + how to incorporate unpaired data 
arxiv.org/pdf/2302.06232…
1/2

CURL: Contrastive Unsupervised Representations for Reinforcement Learning Aravind Srinivas, Michael Laskin, Pieter Abbeel: arxiv.org/abs/2004.04136 #ContrastiveLearning #UnsupervisedLearning #ReinforcementLearning

Montreal_AI's tweet image. CURL: Contrastive Unsupervised Representations for Reinforcement Learning

Aravind Srinivas, Michael Laskin, Pieter Abbeel: arxiv.org/abs/2004.04136

#ContrastiveLearning #UnsupervisedLearning #ReinforcementLearning

Instance-wise Hard Negative Example Generation for Contrastive Learning in Unpaired Image-to-Image Translation Wang et al.: arxiv.org/abs/2108.04547 #ArtificialIntelligence #ContrastiveLearning #DeepLearning

Montreal_AI's tweet image. Instance-wise Hard Negative Example Generation for Contrastive Learning in Unpaired Image-to-Image Translation

Wang et al.: arxiv.org/abs/2108.04547

#ArtificialIntelligence #ContrastiveLearning #DeepLearning

📰New preprint. "Max-Margin Contrastive Learning" @anshul__shah, @macroeyesAI Chief Scientist @optiML, Rama Chellappa, @anoopcherian @MIT @JohnsHopkins #contrastivelearning #computervision

pendulumsystems's tweet image. 📰New preprint. "Max-Margin Contrastive Learning" @anshul__shah, @macroeyesAI Chief Scientist @optiML, Rama Chellappa, @anoopcherian @MIT @JohnsHopkins #contrastivelearning #computervision

🔥 Read our Paper 📚 Disentangled Self-Attention with Auto-Regressive Contrastive Learning for Neural Group Recommendation 🔗 mdpi.com/2076-3417/14/1… 👨‍🔬 by Linyao Gao et al. #grouprecommendation #contrastivelearning @sjtu1896

Applsci's tweet image. 🔥 Read our Paper
📚 Disentangled Self-Attention with Auto-Regressive Contrastive Learning for Neural Group Recommendation
🔗 mdpi.com/2076-3417/14/1…
👨‍🔬 by Linyao Gao et al.
#grouprecommendation #contrastivelearning
@sjtu1896

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