Alert button
Picture for Martin Jaggi

Martin Jaggi

Alert button

Modular Clinical Decision Support Networks (MoDN) -- Updatable, Interpretable, and Portable Predictions for Evolving Clinical Environments

Nov 12, 2022
Cécile Trottet, Thijs Vogels, Martin Jaggi, Mary-Anne Hartley

Viaarxiv icon

FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings

Oct 10, 2022
Jean Ogier du Terrail, Samy-Safwan Ayed, Edwige Cyffers, Felix Grimberg, Chaoyang He, Regis Loeb, Paul Mangold, Tanguy Marchand, Othmane Marfoq, Erum Mushtaq, Boris Muzellec, Constantin Philippenko, Santiago Silva, Maria Teleńczuk, Shadi Albarqouni, Salman Avestimehr, Aurélien Bellet, Aymeric Dieuleveut, Martin Jaggi, Sai Praneeth Karimireddy, Marco Lorenzi, Giovanni Neglia, Marc Tommasi, Mathieu Andreux

Figure 1 for FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
Figure 2 for FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
Figure 3 for FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
Figure 4 for FLamby: Datasets and Benchmarks for Cross-Silo Federated Learning in Realistic Healthcare Settings
Viaarxiv icon

Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning

Jun 16, 2022
Anastasia Koloskova, Sebastian U. Stich, Martin Jaggi

Figure 1 for Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning
Figure 2 for Sharper Convergence Guarantees for Asynchronous SGD for Distributed and Federated Learning
Viaarxiv icon

Beyond spectral gap: The role of the topology in decentralized learning

Jun 07, 2022
Thijs Vogels, Hadrien Hendrikx, Martin Jaggi

Figure 1 for Beyond spectral gap: The role of the topology in decentralized learning
Figure 2 for Beyond spectral gap: The role of the topology in decentralized learning
Figure 3 for Beyond spectral gap: The role of the topology in decentralized learning
Figure 4 for Beyond spectral gap: The role of the topology in decentralized learning
Viaarxiv icon

On Avoiding Local Minima Using Gradient Descent With Large Learning Rates

May 30, 2022
Amirkeivan Mohtashami, Martin Jaggi, Sebastian Stich

Figure 1 for On Avoiding Local Minima Using Gradient Descent With Large Learning Rates
Figure 2 for On Avoiding Local Minima Using Gradient Descent With Large Learning Rates
Figure 3 for On Avoiding Local Minima Using Gradient Descent With Large Learning Rates
Figure 4 for On Avoiding Local Minima Using Gradient Descent With Large Learning Rates
Viaarxiv icon

SKILL: Structured Knowledge Infusion for Large Language Models

May 17, 2022
Fedor Moiseev, Zhe Dong, Enrique Alfonseca, Martin Jaggi

Figure 1 for SKILL: Structured Knowledge Infusion for Large Language Models
Figure 2 for SKILL: Structured Knowledge Infusion for Large Language Models
Figure 3 for SKILL: Structured Knowledge Infusion for Large Language Models
Figure 4 for SKILL: Structured Knowledge Infusion for Large Language Models
Viaarxiv icon

Data-heterogeneity-aware Mixing for Decentralized Learning

Apr 13, 2022
Yatin Dandi, Anastasia Koloskova, Martin Jaggi, Sebastian U. Stich

Figure 1 for Data-heterogeneity-aware Mixing for Decentralized Learning
Figure 2 for Data-heterogeneity-aware Mixing for Decentralized Learning
Figure 3 for Data-heterogeneity-aware Mixing for Decentralized Learning
Figure 4 for Data-heterogeneity-aware Mixing for Decentralized Learning
Viaarxiv icon

Improving Generalization via Uncertainty Driven Perturbations

Feb 28, 2022
Matteo Pagliardini, Gilberto Manunza, Martin Jaggi, Michael I. Jordan, Tatjana Chavdarova

Figure 1 for Improving Generalization via Uncertainty Driven Perturbations
Figure 2 for Improving Generalization via Uncertainty Driven Perturbations
Figure 3 for Improving Generalization via Uncertainty Driven Perturbations
Figure 4 for Improving Generalization via Uncertainty Driven Perturbations
Viaarxiv icon

Agree to Disagree: Diversity through Disagreement for Better Transferability

Feb 09, 2022
Matteo Pagliardini, Martin Jaggi, François Fleuret, Sai Praneeth Karimireddy

Figure 1 for Agree to Disagree: Diversity through Disagreement for Better Transferability
Figure 2 for Agree to Disagree: Diversity through Disagreement for Better Transferability
Figure 3 for Agree to Disagree: Diversity through Disagreement for Better Transferability
Figure 4 for Agree to Disagree: Diversity through Disagreement for Better Transferability
Viaarxiv icon