Alexander Borzunov
6 papers · 2021–2024 · 4 venues · across top CS/AI venues
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Achievements
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Conference Polyglot · Bronze
🌉
Interdisciplinary Bridge · Bronze
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Taxonomy Completionist
(14)
Venues
Top co-authors
Research topics
Machine Learning
(6)
Optimization & Theory · Machine Learning
(5)
Deep Learning
(4)
Techniques
(3)
Artificial Intelligence
(2)
Mathematics & Optimization
(2)
Application Areas
(2)
Core AI
(2)
Optimization
(2)
Optimization & Theory · Deep Learning
(2)
Natural Language Processing
(1)
Learning Types
(1)
Models
(1)
Resources & Methods
(1)
Keywords
distributed learning
(3)
large language model
(2)
distributed training
(2)
communication efficiency
(2)
model parallelism
(1)
distributed computing
(1)
distributed inference
(1)
gradient compression
(1)
collaborative inference
(1)
parameter-efficient fine-tuning
(1)
model fine-tuning
(1)
pipeline parallelism
(1)
edge computing
(1)
model offloading
(1)
load balancing
(1)
decentralized learning
(1)
decentralized training
(1)
weight compression
(1)
collaborative training
(1)
byzantine tolerance
(1)
Papers
SpQR: A Sparse-Quantized Representation for Near-Lossless LLM Weight Compression
ICLR 2024
Distributed Inference and Fine-tuning of Large Language Models Over The Internet
NeurIPS 2023
Petals: Collaborative Inference and Fine-tuning of Large Models
ACL 2023
SWARM Parallelism: Training Large Models Can Be Surprisingly Communication-Efficient
ICML 2023
Secure Distributed Training at Scale
ICML 2022
Distributed Deep Learning In Open Collaborations
NeurIPS 2021