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Articles by Martin Jaggi

Could ChatGPT get an Engineering Degree? Evaluating Higher Education Vulnerability to AI Assistants
27 November 2024 by Beatriz Borges and others
Computers and Society, Artificial Intelligence
Analyzing & Reducing the Need for Learning Rate Warmup in GPT Training
31 October 2024 by Atli Kosson and others
Machine Learning
QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs
29 October 2024 by Saleh Ashkboos and others
Machine Learning
Improving Stochastic Cubic Newton with Momentum
25 October 2024 by El Mahdi Chayti and others
Optimization and Control, Machine Learning
Scaling Laws and Compute-Optimal Training Beyond Fixed Training Durations
17 October 2024 by Alexander Hägele and others
Machine Learning
HyperINF: Unleashing the HyperPower of the Schulz's Method for Data Influence Estimation
7 October 2024 by Xinyu Zhou and others
Machine Learning
On-Device Collaborative Language Modeling via a Mixture of Generalists and Specialists
1 October 2024 by Dongyang Fan and others
Machine Learning, Computation and Language
CoBo: Collaborative Learning via Bilevel Optimization
9 September 2024 by Diba Hashemi and others
Machine Learning, Distributed, Parallel, and Cluster Computing
A New First-Order Meta-Learning Algorithm with Convergence Guarantees
5 September 2024 by El Mahdi Chayti and Martin Jaggi at LogoEPFL
Machine Learning, Optimization and Control
Unified Convergence Theory of Stochastic and Variance-Reduced Cubic Newton Methods
5 September 2024 by El Mahdi Chayti and others at LogoEPFL
Optimization and Control, Machine Learning
Personalized Collaborative Fine-Tuning for On-Device Large Language Models
6 August 2024 by Nicolas Wagner and others at LogoEPFL
Computation and Language, Machine Learning
Rotational Equilibrium: How Weight Decay Balances Learning Across Neural Networks
3 June 2024 by Atli Kosson and others at LogoEPFL
Machine Learning
Effective Interplay between Sparsity and Quantization: From Theory to Practice
31 May 2024 by Simla Burcu Harma and others
Machine Learning, Artificial Intelligence
Accuracy Booster: Enabling 4-bit Fixed-point Arithmetic for DNN Training
31 May 2024 by Simla Burcu Harma and others
Machine Learning
Deep Grokking: Would Deep Neural Networks Generalize Better?
29 May 2024 by Simin Fan and others at LogoEPFL
Machine Learning
InterpretCC: Intrinsic User-Centric Interpretability through Global Mixture of Experts
29 May 2024 by Vinitra Swamy and others at LogoEPFL
Machine Learning, Computers and Society
The Privacy Power of Correlated Noise in Decentralized Learning
3 May 2024 by Youssef Allouah and others
Machine Learning, Cryptography and Security
DenseFormer: Enhancing Information Flow in Transformers via Depth Weighted Averaging
21 March 2024 by Matteo Pagliardini and others at LogoEPFL
Computation and Language, Machine Learning
Layer-wise Linear Mode Connectivity
19 March 2024 by Linara Adilova and others
Machine Learning
Towards an empirical understanding of MoE design choices
20 February 2024 by Dongyang Fan and others
Machine Learning, Artificial Intelligence
On Convergence of Incremental Gradient for Non-Convex Smooth Functions
12 February 2024 by Anastasia Koloskova and others
Machine Learning, Optimization and Control
Spectral Preconditioning for Gradient Methods on Graded Non-convex Functions
7 February 2024 by Nikita Doikov and others at LogoEPFL
Optimization and Control
Attention with Markov: A Framework for Principled Analysis of Transformers via Markov Chains
6 February 2024 by Ashok Vardhan Makkuva and others at LogoEPFL
Machine Learning, Computation and Language
LASER: Linear Compression in Wireless Distributed Optimization
6 February 2024 by Ashok Vardhan Makkuva and others
Neural and Evolutionary Computing, Artificial Intelligence
DoGE: Domain Reweighting with Generalization Estimation
5 February 2024 by Simin Fan and others at LogoEPFL
Machine Learning, Artificial Intelligence
Ghost Noise for Regularizing Deep Neural Networks
19 December 2023 by Atli Kosson and others
Machine Learning
Provably Personalized and Robust Federated Learning
18 December 2023 by Mariel Werner and others
Machine Learning, Distributed, Parallel, and Cluster Computing
MEDITRON-70B: Scaling Medical Pretraining for Large Language Models
1
27 November 2023 by Zeming Chen and others at LogoEPFL
Computation and Language, Artificial Intelligence
Byzantine-Robust Learning on Heterogeneous Datasets via Bucketing
22 November 2023 by Sai Praneeth Karimireddy and others
Machine Learning
Landmark Attention: Random-Access Infinite Context Length for Transformers
20 November 2023 by Amirkeivan Mohtashami and Martin Jaggi at LogoEPFL
Computation and Language, Machine Learning
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