#federatedlearning 搜尋結果

ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning
coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

Not all “AI” is the same. T-RIZE Labs is doing government-backed federated learning research (>$3M) so institutions can analyze data without exposing it. That’s real privacy and sovereign infra in the making. Follow @trize_io for updates. @trize_io | #TRizer #FederatedLearning

HusseinRWA's tweet image. Not all “AI” is the same.
T-RIZE Labs is doing government-backed federated learning research (>$3M) so institutions can analyze data without exposing it. That’s real privacy and sovereign infra in the making. Follow @trize_io for updates.

@trize_io | #TRizer #FederatedLearning

CAIA is thrilled to unveil the FIRST collaborative AI platform for cancer research! This secure, scalable, multi-cloud platform is powered by federated learning and aims to accelerate cancer discovery. Read our announcement: canceralliance.ai/blog/caia-fede… #caia #ai #federatedlearning


🔔 New Published Papers of #MDPIfutureinternet Title: TrustFed-CTI: A Trust-Aware #FederatedLearning Framework for Privacy-Preserving #CyberThreatIntelligence Sharing Across Distributed Organizations mdpi.com/1999-5903/17/1… #adversarialrobustness #distributedsecurity

FutureInternet6's tweet image. 🔔 New Published Papers of #MDPIfutureinternet 

Title: TrustFed-CTI: A Trust-Aware #FederatedLearning Framework for Privacy-Preserving #CyberThreatIntelligence Sharing Across Distributed Organizations

mdpi.com/1999-5903/17/1… 

#adversarialrobustness #distributedsecurity

🧠 #AI Evolution, New Approach: Federated Learning Safeguards Your Privacy! 🔒 MEMO is implementing #FederatedLearning technology. Models learn within the #MEMO network, uploading only abstract parameter updates—raw data never leaves the network!

MemoLabsOrg's tweet image. 🧠 #AI Evolution, New Approach: Federated Learning Safeguards Your Privacy! 🔒

MEMO is implementing #FederatedLearning technology.

Models learn within the #MEMO network, uploading only abstract parameter updates—raw data never leaves the network!

🔗 Quantum neural networks meet federated learning for DNA mutation prediction. DOI: doi.org/10.1016/j.csbj… 📚 CSBJ Quantum Biology & Biophotonics: csbj.org/qbio #Genomics #QuantumBiology #FederatedLearning #PrecisionMedicine #AI #QNN #DNA @CSB_Journal

CSB_Journal's tweet image. 🔗 Quantum neural networks meet federated learning for DNA mutation prediction. DOI: doi.org/10.1016/j.csbj…

📚 CSBJ Quantum Biology & Biophotonics: csbj.org/qbio

#Genomics #QuantumBiology #FederatedLearning #PrecisionMedicine #AI #QNN #DNA @CSB_Journal

Join our next session in the Responsible AI in Healthcare series by @WHOSEARO × @KCDH_A 🗓 Nov 12 | 🕒 3–4 PM IST | 💻 Virtual Theme: Privacy-Preserving AI in Health Systems 🔗 Register: who.zoom.us/webinar/regist… #ResponsibleAI #AIforHealth #FederatedLearning #DataPrivacy

KCDH_A's tweet image. Join our next session in the Responsible AI in Healthcare series by @WHOSEARO × @KCDH_A

🗓 Nov 12 | 🕒 3–4 PM IST | 💻 Virtual
Theme: Privacy-Preserving AI in Health Systems

🔗 Register: who.zoom.us/webinar/regist…

#ResponsibleAI #AIforHealth #FederatedLearning #DataPrivacy

Giouroukou et al. review imaging data preparation for AI use: methods for protecting patient privacy doi.org/10.1148/ryai.2… @Klonmich #privacy #FederatedLearning #deidentification

Radiology_AI's tweet image. Giouroukou et al. review imaging data preparation for AI use: methods for protecting patient privacy doi.org/10.1148/ryai.2… @Klonmich #privacy #FederatedLearning #deidentification

Here we describe improved algorithms for fine-tuning LLMs with user-level differential privacy (a method often employed in #FederatedLearning to privately train models across distributed devices) in the more flexible datacenter training environment. → goo.gle/3Sj6GKg

GoogleResearch's tweet image. Here we describe improved algorithms for fine-tuning LLMs with user-level differential privacy (a method often employed in #FederatedLearning to privately train models across distributed devices) in the more flexible datacenter training environment. → goo.gle/3Sj6GKg

フェデレーテッドラーニングで共同学習📚 実は数年前からあった学習法。 でも今、プライバシーや分散型の時代背景にぴたりと合ってきている。 データは外に出さず、モデルだけが成長していく仕組み。 AIの進化が、私たちの未来の感性に寄り添い始めています✨ #FederatedLearning #プライバシー

nonpoi_life's tweet image. フェデレーテッドラーニングで共同学習📚

実は数年前からあった学習法。
でも今、プライバシーや分散型の時代背景にぴたりと合ってきている。

データは外に出さず、モデルだけが成長していく仕組み。

AIの進化が、私たちの未来の感性に寄り添い始めています✨

#FederatedLearning #プライバシー…

A survey explores how federated learning enables privacy-preserving collaboration for rare disease detection. 📖Read more: oaepublish.com/articles/rdodj… #RareDisease #AI #FederatedLearning #MedicalAI

OAE_RDODJ's tweet image. A survey explores how federated learning enables privacy-preserving collaboration for rare disease detection.

📖Read more: oaepublish.com/articles/rdodj…

#RareDisease #AI #FederatedLearning #MedicalAI
OAE_RDODJ's tweet image. A survey explores how federated learning enables privacy-preserving collaboration for rare disease detection.

📖Read more: oaepublish.com/articles/rdodj…

#RareDisease #AI #FederatedLearning #MedicalAI

Dr. Pravati Swain delivered an invited talk on "Federated Learning for Non-IID Data on 5G/6G" at @iiitbhubaneswar during the IEEE Day celebrations, in collaboration with IEEE WIE Bhubaneswar & IEEE GRSS Kolkata. #IEEE #FederatedLearning #5G #6G #IIITBhubaneswar #WIE #GRSS

NITGoa_Official's tweet image. Dr. Pravati Swain delivered an invited talk on "Federated Learning for Non-IID Data on 5G/6G" at @iiitbhubaneswar  during the IEEE Day celebrations, in collaboration with IEEE WIE Bhubaneswar & IEEE GRSS Kolkata.

#IEEE #FederatedLearning #5G #6G #IIITBhubaneswar #WIE #GRSS

Big news: the Cancer AI Alliance has launched a federated learning + AI-agent platform so multiple cancer centers can ask plain-language questions of data without sharing raw patient info. #AI #CancerResearch #FederatedLearning #HealthTech techtarget.com/healthtechanal…


Not every hero wears a cape - some build privacy from the lab. T-RIZE Labs = innovation with protection. @trize_io #TRizer #AIprivacy #FederatedLearning

rabiealislm's tweet image. Not every hero wears a cape - some build privacy from the lab.
T-RIZE Labs = innovation with protection.

@trize_io #TRizer #AIprivacy #FederatedLearning

🤝💡 Call for Papers in @JSAN_MDPI's Special Issue! Federated Learning: Applications & Future Directions ✔️ Explore published papers ✔️ Contribute your research 🗓 Submission Deadline: 31 Dec 2025 🔗 brnw.ch/21wVIAu #FederatedLearning #AI #JSAN #MDPI #OpenAccess

JSAN_MDPI's tweet image. 🤝💡 Call for Papers in @JSAN_MDPI's Special Issue!

Federated Learning: Applications & Future Directions

✔️ Explore published papers
✔️ Contribute your research
🗓 Submission Deadline: 31 Dec 2025

🔗 brnw.ch/21wVIAu

#FederatedLearning #AI #JSAN #MDPI #OpenAccess

Struggling to move your #FederatedLearning into production? Research teams & prospective consortia with private/sensitive data: We're offering partnership/pilot opportunities, infrastructure, & support to collaborate on Al without sharing data Flower compatible! Apply ↓

openminedorg's tweet image. Struggling to move your #FederatedLearning into production?

Research teams & prospective consortia with private/sensitive data:

We're offering partnership/pilot opportunities, infrastructure, & support to collaborate on Al without sharing data

Flower compatible!

Apply ↓

Federated learning breakthroughs are making privacy-preserving AI scalable: recent advances slash inter-device communication by 99%, paving the way for efficient, secure collaboration in healthcare and autonomous transport. #FederatedLearning #AIPrivacy youtube.com/watch?v=yJuUZR…

NetworkTrend's tweet card. AI Frontiers: Machine Learning Breakthroughs from cs.LG (2025-10-19)

youtube.com

YouTube

AI Frontiers: Machine Learning Breakthroughs from cs.LG (2025-10-19)


Federated Learning for the pathogenicity annotation of genetic variants in multi-site clinical settings. #GeneticVariants #ClinicalClassification #FederatedLearning #Genomics #Bioinformatics academic.oup.com/bioinformatics…

jsantoyo's tweet image. Federated Learning for the pathogenicity annotation of genetic variants in multi-site clinical settings. #GeneticVariants #ClinicalClassification #FederatedLearning #Genomics #Bioinformatics
academic.oup.com/bioinformatics…

We are at #IBMTechXchange2025 presenting how to use AnyLog with #FederatedLearning and #AgenticAI #EdgeLake


Giouroukou et al. review imaging data preparation for AI use: methods for protecting patient privacy doi.org/10.1148/ryai.2… @Klonmich #privacy #FederatedLearning #deidentification

Radiology_AI's tweet image. Giouroukou et al. review imaging data preparation for AI use: methods for protecting patient privacy doi.org/10.1148/ryai.2… @Klonmich #privacy #FederatedLearning #deidentification

A Truthful and Reliable Incentive Mechanism for #Federated Learning Based on Reputation Mechanism and #Reverse Auction 🔗 Link to paper: mdpi.com/2079-9292/12/3… #FederatedLearning #IncentiveMechanism #ReputationSystem #ReverseAuction #MachineLearning #PrivacyPreservingAI

ElectronicsMDPI's tweet image. A Truthful and Reliable Incentive Mechanism for #Federated Learning Based on Reputation Mechanism and #Reverse Auction

🔗 Link to paper: mdpi.com/2079-9292/12/3…

#FederatedLearning #IncentiveMechanism #ReputationSystem #ReverseAuction #MachineLearning #PrivacyPreservingAI

A new study in the Cureus Journal of Computer Science presents a federated learning platform that trains models locally while sharing only updates, addressing privacy, data heterogeneity and communication limits. Read: cureusjournals.com/articles/1061-… #FederatedLearning #DataPrivacy

cureusjournals's tweet image. A new study in the Cureus Journal of Computer Science presents a federated learning platform that trains models locally while sharing only updates, addressing privacy, data heterogeneity and communication limits.

 Read: cureusjournals.com/articles/1061-…

#FederatedLearning  #DataPrivacy

🇨🇦 **Government-Backed AI Frontier** 📷 @trize_io Labs just unlocked >$3M from NSERC & Mitacs for federated learning breakthroughs – powering privacy-first, secure data collab without compromising sovereignty. @trize_io #TRizer #FederatedLearning

harehman103's tweet image. 🇨🇦 **Government-Backed AI Frontier** 📷
@trize_io Labs just unlocked >$3M from NSERC & Mitacs for federated learning breakthroughs – powering privacy-first, secure data collab without compromising sovereignty. @trize_io
#TRizer #FederatedLearning

🌐 SEO in Federated Learning Train AI across decentralized data while staying privacy-compliant. Use anonymized insights, modular content, structured data & canonical tags to maintain visibility. #SEO #FederatedLearning #PrivacyFirst #AISEO

Axiolomkt's tweet image. 🌐 SEO in Federated Learning 

Train AI across decentralized data while staying privacy-compliant. Use anonymized insights, modular content, structured data & canonical tags to maintain visibility. 

#SEO #FederatedLearning #PrivacyFirst #AISEO

ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning
coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

🚀 New Post: FL Done Right Master Federated Learning with expert insights and best practices.... 🔗 Read more: kubaik.github.io/fl-done-right #DevOps #MachineLearning #FederatedLearning #WebDev #AIforEdge


FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Har... 👥 Xiaoyang Yu, Xiaoming Wu, Xin Wang et al. #FederatedLearning #SemanticSegmentation #AIResearch #DeepLearning #ComputerVision 🔗 trendtoknow.ai

aitrendings's tweet image. FedSaaS: Class-Consistency Federated Semantic Segmentation via Global Prototype Supervision and Local Adversarial Har...

👥 Xiaoyang Yu, Xiaoming Wu, Xin Wang et al.

#FederatedLearning #SemanticSegmentation #AIResearch #DeepLearning #ComputerVision

🔗 trendtoknow.ai

🌐 SoraChain AI is transforming federated learning with EigenCompute's tech, tackling privacy and scalability challenges head-on! Discover how they’re paving the way for a more efficient future. #AI #FederatedLearning #SoraChain #EigenCompute #Innovationift.tt/cznS1kB


Apple's distributed learning prototypes proved that privacy can scale with performance. Quiet innovation, powerful impact. Thoughts? #AppleML #FederatedLearning #PrivacyByDesign #SmartTech


Training data security is paramount. @openmind_agi uses a Federated Learning Network that allows agents to train collaboratively WITHOUT sharing raw data. Secure + Efficient. ✨ #FederatedLearning #AI


🎙️ IndoML 2025 ECR Forum Speaker Naveen Kumar K (MBZUAI, UAE) 🔬 Talk: “Dual Perspectives on Trustworthy Federated Learning: Exploring Vulnerabilities and Designing Robust Defenses” #IndoML2025 #AI #FederatedLearning #TrustworthyAI #MachineLearning #ECRF #MBZUAI

indoml_sym's tweet image. 🎙️ IndoML 2025 ECR Forum Speaker

Naveen Kumar K (MBZUAI, UAE)

🔬 Talk:
 “Dual Perspectives on Trustworthy Federated Learning: Exploring Vulnerabilities and Designing Robust Defenses”
#IndoML2025 #AI #FederatedLearning #TrustworthyAI #MachineLearning #ECRF #MBZUAI

Federated Learning trains AI models without centralizing data. Privacy-preserving machine learning is the future of secure AI systems. #FederatedLearning #PrivacyAI #SecureAI #DistributedAI #DataPrivacy


📢#MDPIfutureinternet [Most Viewed Papers in Last 6 Months] 📌 Secure and Trustworthy Open Radio Access Network (#ORAN) Optimization: A Zero-Trust and #FederatedLearning Framework for #6G Networks 📍Views: 3687 🔗mdpi.com/1999-5903/17/6… #ZTA #adversarialMachineLearning

FutureInternet6's tweet image. 📢#MDPIfutureinternet [Most Viewed Papers in Last 6 Months] 

📌 Secure and Trustworthy Open Radio Access Network (#ORAN) Optimization: A Zero-Trust and #FederatedLearning Framework for #6G Networks

📍Views: 3687   

🔗mdpi.com/1999-5903/17/6… 

 #ZTA #adversarialMachineLearning

Federated learning enables AI training without centralizing data. Privacy-preserving ML is the future. #FederatedLearning #AI #Privacy #DistributedML #DataPrivacy


🧠 #AI Evolution, New Approach: Federated Learning Safeguards Your Privacy! 🔒 MEMO is implementing #FederatedLearning technology. Models learn within the #MEMO network, uploading only abstract parameter updates—raw data never leaves the network!

MemoLabsOrg's tweet image. 🧠 #AI Evolution, New Approach: Federated Learning Safeguards Your Privacy! 🔒

MEMO is implementing #FederatedLearning technology.

Models learn within the #MEMO network, uploading only abstract parameter updates—raw data never leaves the network!

🚀 SYNNQ Pulse is running Federated Learning on the @LUMIhpc 🇪🇺⚡️ We’re building the EURO STACK LLM — a sovereign, decentralized, HPC-powered foundation for Europe’s AI future. 🌍 The future of AI is federated, private & unstoppable. #FederatedLearning #LLM #HPC #LUMI #SYNNQ

SYNNQ_Networks's tweet image. 🚀 SYNNQ Pulse is running Federated Learning on the @LUMIhpc  🇪🇺⚡️

We’re building the EURO STACK LLM — a sovereign, decentralized, HPC-powered foundation for Europe’s AI future. 🌍

The future of AI is federated, private & unstoppable.

#FederatedLearning #LLM #HPC #LUMI #SYNNQ

Dr. Pravati Swain delivered an invited talk on "Federated Learning for Non-IID Data on 5G/6G" at @iiitbhubaneswar during the IEEE Day celebrations, in collaboration with IEEE WIE Bhubaneswar & IEEE GRSS Kolkata. #IEEE #FederatedLearning #5G #6G #IIITBhubaneswar #WIE #GRSS

NITGoa_Official's tweet image. Dr. Pravati Swain delivered an invited talk on "Federated Learning for Non-IID Data on 5G/6G" at @iiitbhubaneswar  during the IEEE Day celebrations, in collaboration with IEEE WIE Bhubaneswar & IEEE GRSS Kolkata.

#IEEE #FederatedLearning #5G #6G #IIITBhubaneswar #WIE #GRSS

ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning
coevolution_eu's tweet image. ICCS presented FedGreed at IEEE FLTA25 (Dubrovnik, 2025) — a Byzantine-robust loss-based aggregation for Federated Learning. Achieves strong resilience to adversarial attacks and outperforms robust baselines under non-IID settings. #FLTA25 #FederatedLearning

Join our next session in the Responsible AI in Healthcare series by @WHOSEARO × @KCDH_A 🗓 Nov 12 | 🕒 3–4 PM IST | 💻 Virtual Theme: Privacy-Preserving AI in Health Systems 🔗 Register: who.zoom.us/webinar/regist… #ResponsibleAI #AIforHealth #FederatedLearning #DataPrivacy

KCDH_A's tweet image. Join our next session in the Responsible AI in Healthcare series by @WHOSEARO × @KCDH_A

🗓 Nov 12 | 🕒 3–4 PM IST | 💻 Virtual
Theme: Privacy-Preserving AI in Health Systems

🔗 Register: who.zoom.us/webinar/regist…

#ResponsibleAI #AIforHealth #FederatedLearning #DataPrivacy

Not every hero wears a cape - some build privacy from the lab. T-RIZE Labs = innovation with protection. @trize_io #TRizer #AIprivacy #FederatedLearning

rabiealislm's tweet image. Not every hero wears a cape - some build privacy from the lab.
T-RIZE Labs = innovation with protection.

@trize_io #TRizer #AIprivacy #FederatedLearning

With🌼flower.ai's Flower Datasets creating data partitions for #federatedlearning is just too easy. ➡️ pip install flwr-datasets flower.ai/docs/datasets 💡follow @flwrlabs for more!!

jafermarq's tweet image. With🌼flower.ai's Flower Datasets creating data partitions for #federatedlearning is just too easy. 

➡️ pip install flwr-datasets

flower.ai/docs/datasets

💡follow @flwrlabs for more!!

Exploring image augmentation's power in #FederatedLearning, an empirical analysis investigates its role in countering model inversion attacks. By diversifying training data, image transformations boost privacy protection, fortifying ML models against privacy breaches.…

JordanJamesEtem's tweet image. Exploring image augmentation's power in #FederatedLearning, an empirical analysis investigates its role in countering model inversion attacks. By diversifying training data, image transformations boost privacy protection, fortifying ML models against privacy breaches.…

Federated Learning: La clave para desbloquear el valor de los datos en IA. 🔗 Descubre más aquí: eu1.hubs.ly/H0pwVbd0 #SherpaAI #FederatedLearning #Privacidad #IA #InteligenciaArtificial

Sherpa_AI's tweet image. Federated Learning: La clave para desbloquear el valor de los datos en IA.

🔗 Descubre más aquí: eu1.hubs.ly/H0pwVbd0

#SherpaAI #FederatedLearning #Privacidad #IA #InteligenciaArtificial

Today, @arxiv publishes FedECA, our new algorithm scaling data access for external control arms (ECAs) thanks to #federatedlearning (FL). We show that combining FL with an ECA method called IPTW (inverse probability of treatment weighting) allows us to derive a treatment effect…

OwkinScience's tweet image. Today, @arxiv publishes FedECA, our new algorithm scaling data access for external control arms (ECAs) thanks to #federatedlearning (FL).

We show that combining FL with an ECA method called IPTW (inverse probability of treatment weighting) allows us to derive a treatment effect…

🚀Great news: In partnership w/ Flower, the Open Data Institute (@ODIHQ) has released “PETs in Practice: Using FL to Train ML Models w/out Centralizing Data” This hands-on tutorial details how to build your own #federatedlearning PETs solution! 📕Article: buff.ly/3XYhDou

flwrlabs's tweet image. 🚀Great news: In partnership w/ Flower, the Open Data Institute (@ODIHQ) has released “PETs in Practice: Using FL to Train ML Models w/out Centralizing Data” This hands-on tutorial details how to build your own #federatedlearning PETs solution!

📕Article: buff.ly/3XYhDou

On Principled Local Optimization Methods for Federated Learning Honglin Yuan : arxiv.org/abs/2401.13216 #ArtificialIntelligence #DecentralizedAI #FederatedLearning

Montreal_AI's tweet image. On Principled Local Optimization Methods for Federated Learning

Honglin Yuan : arxiv.org/abs/2401.13216

#ArtificialIntelligence #DecentralizedAI #FederatedLearning

Here we describe improved algorithms for fine-tuning LLMs with user-level differential privacy (a method often employed in #FederatedLearning to privately train models across distributed devices) in the more flexible datacenter training environment. → goo.gle/3Sj6GKg

GoogleResearch's tweet image. Here we describe improved algorithms for fine-tuning LLMs with user-level differential privacy (a method often employed in #FederatedLearning to privately train models across distributed devices) in the more flexible datacenter training environment. → goo.gle/3Sj6GKg

Your learning style isn’t guessed at, it’s understood. 📱 Our federated AI adjusts in real time 🛡️ Private. On-device. No data mining. 🎯 Focused, personalized learning progress. #AIlearning #FederatedLearning #EdTech #PoL

AITutoring_'s tweet image. Your learning style isn’t guessed at, it’s understood.
📱 Our federated AI adjusts in real time
🛡️ Private. On-device. No data mining.
🎯 Focused, personalized learning progress.

#AIlearning #FederatedLearning #EdTech #PoL

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