#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.
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
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
Group Contrastive Self-Supervised Learning on Graphs Xu et al.: arxiv.org/abs/2107.09787 #ArtificialIntelligence #ContrastiveLearning #SelfSupervisedLearning
CoCon: Cooperative-Contrastive Learning Rai et al.: arxiv.org/abs/2104.14764 #ArtificialIntelligence #ContrastiveLearning #DeepLearning
📰New preprint. "Max-Margin Contrastive Learning" @anshul__shah, @macroeyesAI Chief Scientist @optiML, Rama Chellappa, @anoopcherian @MIT @JohnsHopkins #contrastivelearning #computervision
Good read What Is #ContrastiveLearning? buff.ly/3gDuiFo #fintech #AI #ArtificialIntelligence #MachineLearning #DeepLearning #BigData @Analyticsindiam @DimDrandakis @pierrepinna @jblefevre60 @sallyeaves @HaroldSinnott @Fisher85M @Paula_Piccard @mclynd @terence_mills
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…
#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…
Supervised Contrastive Learning Khosla et al.: arxiv.org/abs/2004.11362 #SupervisedLearning #MachineLearning #ContrastiveLearning
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…
Extending Contrastive Learning to the Supervised Setting bit.ly/3z5Q5i2 via @GoogleAI #AI #ML #ContrastiveLearning #SupervisedLearning cc @nigewillson @tlloydjones @enilev @gerald_bader @Corix_JC @ar_spheroid @bexxmodd @RealRavi__ @mvollmer1 @tobiaskintzel @ravidugh
What Is Contrastive Learning? #AI #ArtificialIntelligence #ContrastiveLearning #MachineLearning analyticsindiamag.com/contrastive-le…
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
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.
When Does Contrastive Visual Representation Learning Work? Cole et al.: arxiv.org/abs/2105.05837 #ArtificialIntelligence #ContrastiveLearning #DeepLearning
🚀 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…
🔥 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
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
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…
🔥 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
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
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
🔥 Read our Paper 📚 Multi-View Masked Autoencoder for General Image Representation 🔗 mdpi.com/2076-3417/13/2… 👨🔬 by Seungbin Ji et al. #contrastivelearning #deeplearning
CoCon: Cooperative-Contrastive Learning Rai et al.: arxiv.org/abs/2104.14764 #ArtificialIntelligence #ContrastiveLearning #DeepLearning
Supervised Contrastive Learning Khosla et al.: arxiv.org/abs/2004.11362 #SupervisedLearning #MachineLearning #ContrastiveLearning
Extending Contrastive Learning to the Supervised Setting bit.ly/3z5Q5i2 via @GoogleAI #AI #ML #ContrastiveLearning #SupervisedLearning cc @nigewillson @tlloydjones @enilev @gerald_bader @Corix_JC @ar_spheroid @bexxmodd @RealRavi__ @mvollmer1 @tobiaskintzel @ravidugh
Group Contrastive Self-Supervised Learning on Graphs Xu et al.: arxiv.org/abs/2107.09787 #ArtificialIntelligence #ContrastiveLearning #SelfSupervisedLearning
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…
Contrasting Contrastive Self-Supervised Representation Learning Models Kotar et al.: arxiv.org/abs/2103.14005 #ContrastiveLearning #DeepLearning #SelfSupervisedLearning
When Does Contrastive Visual Representation Learning Work? Cole et al.: arxiv.org/abs/2105.05837 #ArtificialIntelligence #ContrastiveLearning #DeepLearning
Contrastive Learning Inverts the Data Generating Process Zimmermann et al.: arxiv.org/abs/2102.08850 #ArtificialIntelligence #ContrastiveLearning #DeepLearning
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
Bayesian Graph Contrastive Learning Hasanzadeh et al.: arxiv.org/abs/2112.07823 #ArtificialIntelligence #DeepLearning #ContrastiveLearning
What Is Contrastive Learning? #AI #ArtificialIntelligence #ContrastiveLearning #MachineLearning analyticsindiamag.com/contrastive-le…
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
📰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
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