Paper Citation Record · LEDGER

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster

As of 20 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2507.19017.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2507.19017 v1

Coverage vector

measured 55 of 55 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:07:35.118320Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T14:26:49.704505Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-05-11T20:26:10.436046Z

Reference resolution

55 of 55 outbound references displayed

verified exact2
verified fuzzy4
unresolved49
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 94f1291f-620c-4117-9c39-f664a2d054f0 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 1

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Source-reported events for the cited work

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Observation e7b00ddf-2bdc-419d-b60d-141835a96aaf · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.458483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 840a01f6-312f-4f4e-abd8-9b024ffb70bc · outbound

This paper cites FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster FlashAttention-2: Faster Attention with Better Parallelism and Work Partitioning

Reference 3

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Source-reported events for the cited work

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Observation ebbcfd94-bb66-4e87-92d0-62649c8bea83 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 4

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Source-reported events for the cited work

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Observation 89ad4549-b54c-490c-b514-75a11640561b · outbound

This paper cites AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster AReaL: A Large-Scale Asynchronous Reinforcement Learning System for Language Reasoning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:34.964925Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 753cb2c1-a66a-4c6d-89b9-a5cfaf212dd5 · outbound

This paper cites FlashNorm: Fast Normalization for Transformers.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster FlashNorm: Fast Normalization for Transformers

Reference 6

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:07:35.295439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ef0dfd9a-1b6a-4f4c-9052-d6bda61c6aae · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 7

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8619193d-a692-4691-a714-cdea857271be · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.445264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 56f1cc2c-0b98-4d23-a43e-d1ff3c582b8b · outbound

This paper cites OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster OpenRLHF: An Easy-to-use, Scalable and High-performance RLHF Framework

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:34.979251Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 74a59b31-9d2a-4496-8778-49ae4baef79e · outbound

This paper cites X.; Chen, D.; Lee, H.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster X.; Chen, D.; Lee, H

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:07:35.438334Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 27378040-ba78-45dd-a90f-3ab75a6b130c · outbound

This paper cites A.; Tanaka, M.; Zhang, C.; Zhang, M.; Aminabadi, R.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster A.; Tanaka, M.; Zhang, C.; Zhang, M.; Aminabadi, R

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:07:35.432069Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 0c3921ca-5b03-4c57-8e65-a454473a4c44 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.425296Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 7424fa68-1741-4a3a-b37c-cd5759b34ede · outbound

This paper cites RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster RLlib Flow: Distributed Reinforcement Learning is a Dataflow Problem

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:34.992842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 507d8c7c-ac35-46ff-8dff-be1967d58240 · outbound

This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:34.996287Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 309d336c-11dc-424b-b304-cce559117312 · outbound

This paper cites Y.; Roongta, M.; Cai, C.; Luo, J.; Li, L.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Y.; Roongta, M.; Cai, C.; Luo, J.; Li, L

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:07:35.418848Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ece80389-b587-4800-8f37-41c170e589d1 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation b8ec1b39-c291-4b52-ba9d-2c16cba2ad62 · outbound

This paper cites ReaL: Efficient RLHF Training of Large Language Models with Parameter Reallocation.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster ReaL: Efficient RLHF Training of Large Language Models with Parameter Reallocation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.005076Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 125480ec-2d46-4170-8c0a-0af4df8a7bf4 · outbound

This paper cites Ray: A Distributed Framework for Emerging AI Applications.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Ray: A Distributed Framework for Emerging AI Applications

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.008292Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2dc228bb-0df8-4800-b3d4-13b550690708 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 19

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Source-reported events for the cited work

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Observation bfb31e64-6bfc-42be-bdb2-7dd500da9784 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 20

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 587cf96f-62f1-403a-805c-4607dce9534f · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 21

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 4838eca3-c3b4-4af8-9ef4-75008db0c8a0 · outbound

This paper cites GPT-4 Technical Report.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster GPT-4 Technical Report

Reference 22

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Source-reported events for the cited work

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Observation 9fb2e852-daad-490f-bb0a-cd05a80b2517 · outbound

This paper cites Training language models to follow instructions with human feedback.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Training language models to follow instructions with human feedback

Reference 23

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beb524af-4d9c-4eff-839f-2d0f5deb3a0a · outbound

This paper cites Zero Bubble Pipeline Parallelism.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Zero Bubble Pipeline Parallelism

Reference 24

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9f8e3a1-bdbe-4adc-94fd-9bb5e037feab · outbound

This paper cites DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale

Reference 25

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7bfac71-291a-42e4-8ef2-1a6395b6c13b · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 26

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d0e9de4d-e451-409c-83a6-4cfc164297ac · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d46233d5-0f64-486a-a28d-424f1f570b32 · outbound

This paper cites GPQA: A Graduate-Level Google-Proof Q&A Benchmark.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster GPQA: A Graduate-Level Google-Proof Q&A Benchmark

Reference 28

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Source-reported events for the cited work

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Observation 839a6ab6-b9d8-4d8e-8826-dd33bbeeee11 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 29

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ed56c3b8-b0e3-4188-9827-55d875e5e693 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 30

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30cb4c25-086f-498e-8596-70538033dbe2 · outbound

This paper cites GLU Variants Improve Transformer.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster GLU Variants Improve Transformer

Reference 31

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Source-reported events for the cited work

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Observation 316d40cd-98bb-4086-a9b6-3e0f7ecd197e · outbound

This paper cites NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster NeMo-Aligner: Scalable Toolkit for Efficient Model Alignment

Reference 32

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation faeb5e32-4a34-4bc2-b4f3-f386b777ee92 · outbound

This paper cites Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Exploring Data Scaling Trends and Effects in Reinforcement Learning from Human Feedback

Reference 33

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c2e4eec4-178c-404b-ada9-70485864a88b · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation c1625def-5d68-4474-ae3a-7cadbb169993 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 39c653dd-69d3-4796-8bee-cf5785049be4 · outbound

This paper cites Model Parallelism With Subnetwork Data Parallelism.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Model Parallelism With Subnetwork Data Parallelism

Reference 36

Resolution: verified exact; local_arxiv, observed 2026-08-15T18:07:35.214451Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 1000a28a-3c06-46a4-8452-a456b27a25d1 · outbound

This paper cites RoFormer: Enhanced Transformer with Rotary Position Embedding.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster RoFormer: Enhanced Transformer with Rotary Position Embedding

Reference 37

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dec1695-e5b4-49b5-bc2a-87d7c0d64e38 · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 38

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6994cb7c-e363-4dcc-b699-96031fada953 · outbound

This paper cites Reinforcement Learning Enhanced LLMs: A Survey.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Reinforcement Learning Enhanced LLMs: A Survey

Reference 39

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7d45633-a306-4f96-9379-b118a333a841 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 40

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation 8053a4b1-e1d9-44ac-abf5-475fd956475e · outbound

This paper cites HuggingFace's Transformers: State-of-the-art Natural Language Processing.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster HuggingFace's Transformers: State-of-the-art Natural Language Processing

Reference 41

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 492ba260-3140-4f48-82ac-df2ff2d4bcc0 · outbound

This paper cites Qwen3 Technical Report.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Qwen3 Technical Report

Reference 42

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ef14aef-05b1-4edc-9552-e013cbf37125 · outbound

This paper cites DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster DeepSpeed-Chat: Easy, Fast and Affordable RLHF Training of ChatGPT-like Models at All Scales

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.083833Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1cc576a2-71c6-4e41-86a5-b8b5aabd5328 · outbound

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MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster DAPO: An Open-Source LLM Reinforcement Learning System at Scale

Reference 44

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e5d02f0d-7ba9-4478-a393-3e2549207f83 · outbound

This paper cites Jenga: Effective Memory Management for Serving LLM with Heterogeneity.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Jenga: Effective Memory Management for Serving LLM with Heterogeneity

Reference 45

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 634afb3f-0b6e-4858-ad79-95e6cd71b7b3 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 46

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.345951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation cc08cee5-606e-4647-97b4-eb9220d84e53 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.339291Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation d5c0019c-202e-4fd1-9df0-9237943381e4 · outbound

This paper cites C.; Xu, M.; Wright, L.; Shojanazeri, H.; Ott, M.; and Shleifer, S.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster C.; Xu, M.; Wright, L.; Shojanazeri, H.; Ott, M.; and Shleifer, S

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T18:07:35.332335Z

Source-reported events for the cited work

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Observation 129ae176-1c1b-434b-ab1b-c2ea728d7d3a · outbound

This paper cites PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.101119Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2f9f3ec1-6e5b-4cf6-8a58-430ae5c9b106 · outbound

This paper cites SGLang: Efficient Execution of Structured Language Model Programs.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster SGLang: Efficient Execution of Structured Language Model Programs

Reference 50

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 25c1c88f-5014-4811-8e10-4c1401053fdb · outbound

This paper cites StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster StreamRL: Scalable, Heterogeneous, and Elastic RL for LLMs with Disaggregated Stream Generation

Reference 51

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6cbf770-f489-4a1e-ae2a-6cdfe4ef4800 · outbound

This paper cites Optimizing RLHF Training for Large Language Models with Stage Fusion.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Optimizing RLHF Training for Large Language Models with Stage Fusion

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.109566Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bff32c95-feea-46f2-9c00-057fd1eb4a39 · outbound

This paper cites an unresolved cited work.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster Unresolved cited work

Reference 53

Resolution: unresolved; raw_fallback, observed 2026-08-15T18:07:35.324915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation ba4981af-e42a-4176-be3d-a7b4fa52ea13 · outbound

This paper cites , " * write output.state after.block = add.period write newline.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster , " * write output.state after.block = add.period write newline

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.114695Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 97c41d6c-5a6b-483e-b26f-b708e3165583 · outbound

This paper cites write newline.

MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster write newline

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-15T18:07:35.118320Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e15eb777-934a-4431-ba3c-601a2b9b9378 · inbound

Schedule-and-Calibrate: Utility-Guided Multi-Task Reinforcement Learning for Code LLMs cites this paper.

Schedule-and-Calibrate: Utility-Guided Multi-Task Reinforcement Learning for Code LLMs MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T20:26:10.438554Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

Observation a8b5541e-3e30-436d-804b-0ed94e9d8c6e · inbound

TideRL: Boosting Agentic RL Goodput with Readiness-Aware Scheduling cites this paper.

TideRL: Boosting Agentic RL Goodput with Readiness-Aware Scheduling MindSpeed RL: Distributed Dataflow for Scalable and Efficient RL Training on Ascend NPU Cluster

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-15T14:26:49.704505Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.