Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:01:43.396738Z
Paper Citation Record · LEDGER
As of 12 August 2026, this Paper Citation Record lists 42 of 42 outbound references and 0 inbound Pith citation observations for arXiv:2507.19845.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:01:43.396738Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
42 of 42 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation ff1925d7-40c7-4c6f-b4bb-df4615080ae4 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Attention is all you need
Reference 1
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Observation f9b86a61-9348-4143-aefd-52c6324907e5 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Route sparse autoencoder to interpret large language models, 2025
Reference 2
Source-reported events for the cited work
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Observation 5a2429ba-70c8-4444-b997-dc1a04cf3227 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Interpreting learned feedback patterns in large language models, 2024
Reference 3
Source-reported events for the cited work
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Observation 333a933b-5304-4ace-a646-81d366802d4d · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Sparse autoencoders find highly interpretable features in language models, 2023
Reference 4
Source-reported events for the cited work
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Observation cb026c37-87c6-4cad-b799-74899eab1997 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Tracr: Compiled transformers as a laboratory for interpretability, 2023
Reference 5
Source-reported events for the cited work
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Observation ec6fb7e6-1d9b-416b-bd84-dd4d2fb33986 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Zimmermann, David Klindt, and Wieland Brendel
Reference 6
Source-reported events for the cited work
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Observation 92af1654-07de-4367-a6b4-af36556f750a · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training DeepSeek-V3 Technical Report
Reference 7
Source-reported events for the cited work
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Observation 68cecba5-44f4-490b-94db-8929bdc64130 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training The Llama 3 Herd of Models
Reference 8
Source-reported events for the cited work
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Observation 441abff4-518f-47f4-adde-dece146ca099 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Qwen3 Technical Report
Reference 9
Source-reported events for the cited work
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Observation 82ec489f-a863-4312-b85c-fe96127430d9 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Visualizing Attention in Transformer-Based Language Representation Models
Reference 10
Source-reported events for the cited work
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Observation 3f287fc3-5185-4bd0-b65b-e64b5327549b · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Unresolved cited work
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 74cba2ec-dce6-4bed-bd00-2639b8036c5f · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Developments in MLflow: A system to accelerate the machine learning lifecycle
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 0f683cbd-b2f8-4c4c-b52b-f266749e94d4 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Efficient large-scale language model training on gpu clusters using megatron-lm
Reference 13
Source-reported events for the cited work
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Observation 0aee5559-aef9-42ff-bb2c-c874c06b4978 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Reducing activation recomputation in large transformer models
Reference 14
Source-reported events for the cited work
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Observation a109fa2d-b94b-4970-907e-b0af63d062de · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 15
Source-reported events for the cited work
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Observation 6b75a2a9-0015-467d-9fa1-f2d45e80d286 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Scaling distributed machine learning with the parameter server
Reference 16
Source-reported events for the cited work
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Observation 6150a5a3-7d91-4ef6-b437-d715e424af2e · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Bandwidth optimal all-reduce algorithms for clusters of workstations
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d670b2b2-2db2-49f3-9895-b89b57899423 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Gpipe: Efficient training of giant neural networks using pipeline parallelism
Reference 18
Source-reported events for the cited work
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Observation 36555eb7-47b1-4ef5-a422-6d9be5b26522 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Pipedream: Generalized pipeline parallelism for dnn training
Reference 19
Source-reported events for the cited work
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Observation 1354c924-88cd-4093-a6f2-613c17f0e5cf · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Memory-efficient pipeline- parallel dnn training
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 21f6cffb-eff5-4679-82a3-d08e5ba1d719 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Deepspeed, 2024
Reference 21
Source-reported events for the cited work
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Observation cf36bcac-ac4a-4a0e-ad23-85d8dce1308d · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Zero-offload : Democratizing billion-scale model training
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 93504845-a558-4545-a527-62a941a443c7 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel
Reference 23
Source-reported events for the cited work
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Observation ed74d2bb-3e91-4260-816e-80a5024568b2 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Explainability for large language models: A survey
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation ceaab547-4e42-4b29-9bc7-9a9e61a1e1b2 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training From understanding to utilization: A survey on explainability for large language models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7010d1ec-8760-4698-aba3-48078e09b0af · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training A gentle introduction to mechanistic interpretability of neural networks
Reference 26
Source-reported events for the cited work
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Observation 43547ed2-3779-4be1-a8af-a01560d2f2f5 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Locating and editing factual associations in gpt
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 2d6f0289-77da-4584-9d94-be27a7c6c358 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Mass editing memory in a transformer
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation f730ae48-5cac-4f9c-bc79-316a5f5afa7d · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Advances of pipeline model parallelism for deep learning training: An overview
Reference 29
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 980faaf9-7684-4298-9263-9c192427a24f · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Dawnpiper: A memory-scalable pipeline parallel training framework
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 38bb6fd1-6f77-4ab0-b3cf-6456c0fb6560 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Zero bubble (almost) pipeline parallelism
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 415d253a-784a-4d0a-a294-75c0aa9455e3 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Understanding stragglers in large model training using what-if analysis
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1ee9aca3-7f24-412a-85ef-1c054c85e8fe · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training DPro-SM: A distributed framework for proactive straggler mitigation using LSTM
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 44d3816a-5648-4261-95b9-7db5fcf7a0b4 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Greyhound: Hunting fail-slows in hybrid-parallel training at scale
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 7cba1e19-934a-4b22-b3cd-1a350b27b51b · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training FlashFlex: Accommodating large language model training over heterogeneous environment
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 64aa6532-7026-45b8-ae6f-0f38aea52f27 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training NVIDIA CUDA gets RISC-V support
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 8e6928b4-5309-472e-95e5-7b09c541a9b9 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Varuna: scalable, low-cost training of massive deep learning models
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation fe38a153-6f27-458f-afeb-600c3d8e9f7f · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training NVIDIA Data Center GPU Manager (DCGM)
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation b66d6968-d2d5-4781-a9e5-8a1afe9d455d · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training CUDA Toolkit Documentation
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation d34332ad-b43f-4f4b-a5f2-9b4d18b888e2 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Chrome Tracing
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 950fd966-35d4-4c16-a301-8f1e219f3cd7 · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Perfetto Open-Source Tracing Project
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.
Observation 1e755396-cea0-4889-b480-2a078e60b8ec · outbound
MegatronApp: Efficient and Comprehensive Management on Distributed LLM Training Unresolved cited work
Reference 2015
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.