HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training | Paper Citation Record

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This paper cites write newline.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training write newline

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Observation f8f47d13-e59b-45e4-afae-347526e25eb3 · outbound

This paper cites GPT-4 Technical Report.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training GPT-4 Technical Report

Reference 2

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This paper cites On the choice of learning rate for local sgd.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training On the choice of learning rate for local sgd

Reference 3

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This paper cites G., Bradley, H., O’Brien, K., Hallahan, E., Khan, M.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training G., Bradley, H., O’Brien, K., Hallahan, E., Khan, M

Reference 4

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This paper cites L., Gao, J., and Choi, Y.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training L., Gao, J., and Choi, Y

Reference 5

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Observation 68dc5e3c-4d4b-48ce-9f99-9ee51f8cd146 · outbound

This paper cites LEAF: A Benchmark for Federated Settings.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training LEAF: A Benchmark for Federated Settings

Reference 6

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This paper cites Multi-level local sgd: Distributed sgd for heterogeneous hierarchical networks.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Multi-level local sgd: Distributed sgd for heterogeneous hierarchical networks

Reference 7

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This paper cites Asynchronous online federated learning for edge devices with non-iid data.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Asynchronous online federated learning for edge devices with non-iid data

Reference 8

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Observation e39444a7-3c0f-43aa-ac33-9e6a5203e745 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 9

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This paper cites Large scale distributed deep networks.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Large scale distributed deep networks

Reference 10

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Observation 416f7470-76d8-4077-8710-3ab49683b68f · outbound

This paper cites DiLoCo: Distributed Low-Communication Training of Language Models.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training DiLoCo: Distributed Low-Communication Training of Language Models

Reference 11

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This paper cites The Llama 3 Herd of Models.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training The Llama 3 Herd of Models

Reference 12

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Observation 2ecc8cc8-b082-43c9-858f-98285f36c311 · outbound

This paper cites N., et al.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training N., et al

Reference 13

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This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 14

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This paper cites M., B a doiu, V.-A., Agache, A., Dumitru, M.-V., Vasilescu, I., Mantu, R., and Raiciu, C.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training M., B a doiu, V.-A., Agache, A., Dumitru, M.-V., Vasilescu, I., Mantu, R., and Raiciu, C

Reference 15

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Observation e6995cb0-cce3-45e5-98c2-1169e9dbcbe0 · outbound

This paper cites Measuring Massive Multitask Language Understanding.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Measuring Massive Multitask Language Understanding

Reference 16

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Observation 3eb051e4-c1d3-4861-8b23-c97c2cf39f00 · outbound

This paper cites OpenDiLoCo: An Open-Source Framework for Globally Distributed Low-Communication Training.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training OpenDiLoCo: An Open-Source Framework for Globally Distributed Low-Communication Training

Reference 17

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This paper cites MegaScale : Scaling large language model training to more than 10,000 gpus.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training MegaScale : Scaling large language model training to more than 10,000 gpus

Reference 18

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Observation 1a84a432-08b5-4fb5-be17-de251fa0e80f · outbound

This paper cites Tighter theory for local sgd on identical and heterogeneous data.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Tighter theory for local sgd on identical and heterogeneous data

Reference 19

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This paper cites A unified theory of decentralized sgd with changing topology and local updates.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training A unified theory of decentralized sgd with changing topology and local updates

Reference 20

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Observation 26c6b3de-4ba5-4167-8a9d-527cc36910f3 · outbound

This paper cites Slow Learners are Fast.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Slow Learners are Fast

Reference 21

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Amp: Automatically finding model parallel strategies with heterogeneity awareness

Reference 22

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Observation 3f21350b-6d89-4e14-80f5-df3d8bdeeb2b · outbound

This paper cites Fednar: Federated optimization with normalized annealing regularization.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Fednar: Federated optimization with normalized annealing regularization

Reference 23

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This paper cites G., Park, J.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training G., Park, J

Reference 24

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This paper cites K., Zaheer, M., Sanjabi, M., Talwalkar, A., and Smith, V.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training K., Zaheer, M., Sanjabi, M., Talwalkar, A., and Smith, V

Reference 25

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Unresolved cited work

Reference 26

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This paper cites Don't Use Large Mini-Batches, Use Local SGD.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Don't Use Large Mini-Batches, Use Local SGD

Reference 27

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This paper cites Asynchronous Local-SGD Training for Language Modeling.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Asynchronous Local-SGD Training for Language Modeling

Reference 28

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This paper cites An improved analysis of stochastic gradient descent with momentum.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training An improved analysis of stochastic gradient descent with momentum

Reference 29

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Decoupled Weight Decay Regularization

Reference 30

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Unresolved cited work

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This paper cites Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Helix: Serving Large Language Models over Heterogeneous GPUs and Network via Max-Flow

Reference 32

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Mixed Precision Training

Reference 33

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This paper cites and Ulukus, S.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training and Ulukus, S

Reference 34

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This paper cites Efficient large-scale language model training on gpu clusters using megatron-lm.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Efficient large-scale language model training on gpu clusters using megatron-lm

Reference 35

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Federated learning with buffered asynchronous aggregation

Reference 36

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This paper cites Trade-offs of Local SGD at Scale: An Empirical Study.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Trade-offs of Local SGD at Scale: An Empirical Study

Reference 37

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Q., Bernardi, R., Pezzelle, S., Baroni, M., Boleda, G., and Fern \'a ndez, R

Reference 38

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Automatic mixed precision package - torch.amp

Reference 39

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training L., Bhagavatula, C., and Choi, Y

Reference 40

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Local SGD Converges Fast and Communicates Little

Reference 41

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This paper cites Ml training with cloud gpu shortages: Is cross-region the answer? In Proceedings of the 4th Workshop on Machine Learning and Systems, pp.\ 107--116, 2024.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Ml training with cloud gpu shortages: Is cross-region the answer? In Proceedings of the 4th Workshop on Machine Learning and Systems, pp.\ 107--116, 2024

Reference 42

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This paper cites CO2: Efficient Distributed Training with Full Communication-Computation Overlap.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training CO2: Efficient Distributed Training with Full Communication-Computation Overlap

Reference 43

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training H., and Zhang, J

Reference 44

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training On the importance of initialization and momentum in deep learning

Reference 45

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This paper cites FusionLLM: A Decentralized LLM Training System on Geo-distributed GPUs with Adaptive Compression.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training FusionLLM: A Decentralized LLM Training System on Geo-distributed GPUs with Adaptive Compression

Reference 46

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Optimization of collective communication operations in mpich

Reference 47

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Unresolved cited work

Reference 48

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This paper cites and Joshi, G.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training and Joshi, G

Reference 49

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This paper cites SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training SlowMo: Improving Communication-Efficient Distributed SGD with Slow Momentum

Reference 50

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Unresolved cited work

Reference 51

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Observation 59b52d04-4e0f-4d3d-8a33-4274223034e0 · outbound

This paper cites Asynchronous Hierarchical Federated Learning.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Asynchronous Hierarchical Federated Learning

Reference 52

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This paper cites F., and Gardner, M.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training F., and Gardner, M

Reference 53

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This paper cites Asynchronous Federated Optimization.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Asynchronous Federated Optimization

Reference 54

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Hierarchical global asynchronous federated learning across multi-center

Reference 55

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Observation b7610af2-5f14-43a9-ae0e-398ceb3d562f · outbound

This paper cites Qwen3 Technical Report.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Qwen3 Technical Report

Reference 56

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HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Parallel restarted sgd with faster convergence and less communication: Demystifying why model averaging works for deep learning

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:07.156426Z

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Observation d57a8550-0e7a-48d4-85a1-fdb19a209639 · outbound

This paper cites S., Re, C., and Zhang, C.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training S., Re, C., and Zhang, C

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:07.143017Z

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Observation dd7386b0-8461-44c1-9b2e-23a322d8f8aa · outbound

This paper cites Hellaswag: Can a machine really finish your sentence? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Hellaswag: Can a machine really finish your sentence? In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019

Reference 59

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Observation f73681d9-649b-4e63-b675-484757c415c5 · outbound

This paper cites E., and LeCun, Y.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training E., and LeCun, Y

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T10:46:07.120749Z

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Observation 549790fa-ed03-41d3-b02c-60da6f815395 · outbound

This paper cites Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients.

HALoS: Hierarchical Asynchronous Local SGD over Slow Networks for Geo-Distributed Large Language Model Training Asynchronous Multi-Server Federated Learning for Geo-Distributed Clients

Reference 61

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T10:46:06.737552Z

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