NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training | Paper Citation Record

Observation 64b9e514-ab8c-4827-abb6-253446bbf04d · outbound

This paper cites TraceWeaver: Distributed request tracing for microser- vices without application modification,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training TraceWeaver: Distributed request tracing for microser- vices without application modification,

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:39.207791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4a74dece-6f62-4df2-a74f-48437a89e8eb · outbound

This paper cites Crux: GPU-efficient communication scheduling for deep learning training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Crux: GPU-efficient communication scheduling for deep learning training,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:23.265087Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 090e1a03-5891-4d2d-ae6e-cf45be887056 · outbound

This paper cites Automatic root cause analysis via large language models for cloud incidents,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Automatic root cause analysis via large language models for cloud incidents,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:39.066728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3c665f4-c84c-4b06-b701-195f1e0d9e2b · outbound

This paper cites MSCCLang: Microsoft collective communication language,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training MSCCLang: Microsoft collective communication language,

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.883869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 20508cd9-6bc5-46d7-b38e-ae2a9e8252ad · outbound

This paper cites Enhance hardware reliability for AI acceleration at scale,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Enhance hardware reliability for AI acceleration at scale,

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.691817Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 84de5f4c-5dcd-48c1-be78-e13836125689 · outbound

This paper cites FLARE: Anomaly diagnostics for divergent LLM training in GPU clusters of Thousand-Plus scale,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training FLARE: Anomaly diagnostics for divergent LLM training in GPU clusters of Thousand-Plus scale,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.512047Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f2330a32-e8e4-418c-a08a-3475bfffd80d · outbound

This paper cites Minder: Faulty machine detection for large-scale distributed model training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Minder: Faulty machine detection for large-scale distributed model training,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.346388Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 7717816e-6a73-4e4e-a549-56ec272eb423 · outbound

This paper cites Mycroft: Tracing dependencies in collective communication towards reliable LLM training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Mycroft: Tracing dependencies in collective communication towards reliable LLM training,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.177347Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 08e30075-42a2-486f-a466-e1d6a84bbd3d · outbound

This paper cites DFTracer: An analysis-friendly data flow tracer for AI-driven workflows,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training DFTracer: An analysis-friendly data flow tracer for AI-driven workflows,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:38.020774Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 0632d0d1-0867-4f34-8c84-64f8d6ebd6b0 · outbound

This paper cites Evolution of aegis: Fault diagnosis for AI model training service in production,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Evolution of aegis: Fault diagnosis for AI model training service in production,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:37.905147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9b0a1a5d-853a-4b8e-bf89-26826028d1ad · outbound

This paper cites eBPF - introduction, tutorials & community resources,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training eBPF - introduction, tutorials & community resources,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:37.696548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 620d9314-1f67-418b-bb83-a7a5fe3b195a · outbound

This paper cites Hardware failures won’t limit AI scaling,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Hardware failures won’t limit AI scaling,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:37.461455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 764b4843-a899-4bce-ab57-efb6e440e0cf · outbound

This paper cites Low-overhead distributed application observation with DeepTrace: Achieving ac- curate tracing in production systems,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Low-overhead distributed application observation with DeepTrace: Achieving ac- curate tracing in production systems,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:37.094370Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d48246b1-ec6b-439b-957e-ecc9c3a9a656 · outbound

This paper cites GPU reliability in AI clusters: A study of failure modes and effects,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training GPU reliability in AI clusters: A study of failure modes and effects,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:36.892646Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1bf8a336-c8f4-4c3d-a35b-888b567f49e1 · outbound

This paper cites Characterization of large language model development in the datacenter,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Characterization of large language model development in the datacenter,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:36.709785Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e013aa15-43ac-411b-8723-2768807f7088 · outbound

This paper cites Mint: Cost-efficient tracing with all requests collection via commonality and variability analysis,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Mint: Cost-efficient tracing with all requests collection via commonality and variability analysis,

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:36.553374Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3996cfc0-ac98-4f7b-a5c0-fd2845d446cf · outbound

This paper cites Neutrino: Fine-grained GPU kernel profiling via programmable probing,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Neutrino: Fine-grained GPU kernel profiling via programmable probing,

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:36.313981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3f6e4889-3272-414b-8483-bdff518c450c · outbound

This paper cites Gpipe: Efficient training of giant neural networks using pipeline parallelism,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Gpipe: Efficient training of giant neural networks using pipeline parallelism,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:36.122046Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1b6a0bf7-51fc-4e46-8adb-937bf90141a7 · outbound

This paper cites Pccl: Energy-efficient LLM training with power-aware collective communication,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Pccl: Energy-efficient LLM training with power-aware collective communication,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.966579Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e96b3f20-7c62-4438-8949-7b19e85bf330 · outbound

This paper cites Training with confidence: Catching silent errors in deep learning training with automated proactive checks,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Training with confidence: Catching silent errors in deep learning training with automated proactive checks,

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.810964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 860ff9fe-c9e7-4a50-bcca-94e7190919ed · outbound

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

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training MegaScale: Scaling large language model training to more than 10,000 GPUs,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.580409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 495dcf59-d1a8-48dc-9641-1d9d322acbe1 · outbound

This paper cites TraceFlow: Efficient trace analysis for large-scale parallel applications via interaction pattern-aware trace distribution,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training TraceFlow: Efficient trace analysis for large-scale parallel applications via interaction pattern-aware trace distribution,

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.408299Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5febc361-8744-44d0-8eeb-07d2790afaa4 · outbound

This paper cites TCCL: Discovering better communication paths for PCIe GPU clusters,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training TCCL: Discovering better communication paths for PCIe GPU clusters,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.255925Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 153ba6bb-ac4f-484d-824f-842c1645b085 · outbound

This paper cites One weird trick for parallelizing convolutional neural networks.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training One weird trick for parallelizing convolutional neural networks

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:24.772479Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee3599ec-688a-4f8f-8cb4-6086e5ad25d5 · outbound

This paper cites Characterizing compute- communication overlap in gpu-accelerated distributed deep learning: Performance and power implications,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Characterizing compute- communication overlap in gpu-accelerated distributed deep learning: Performance and power implications,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:35.123685Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 3a4cb4dc-2531-45bd-8bb3-f5f94b58459a · outbound

This paper cites GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training GShard: Scaling Giant Models with Conditional Computation and Automatic Sharding

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:24.906430Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a28b26a3-9d3f-4f81-a68b-ca3323dfca28 · outbound

This paper cites Revisiting Reliability in Large-Scale Machine Learning Research Clusters.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Revisiting Reliability in Large-Scale Machine Learning Research Clusters

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:24.972195Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23de6c5a-911e-4e22-9110-89a266246c62 · outbound

This paper cites Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Malleus: Straggler-Resilient Hybrid Parallel Training of Large-scale Models via Malleable Data and Model Parallelization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:25.036677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 30a75542-442e-4b83-a732-5f708b296f47 · outbound

This paper cites Understanding stragglers in large model training using what-if analysis,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Understanding stragglers in large model training using what-if analysis,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.999649Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 71c70556-b046-455f-9243-719d94dcec51 · outbound

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

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Ring Attention with Blockwise Transformers for Near-Infinite Context

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:25.184047Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 506b56b1-68a8-452f-a5a5-76e6ae347b31 · outbound

This paper cites R-Pingmesh: A service-aware RoCE network monitoring and diagnostic system,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training R-Pingmesh: A service-aware RoCE network monitoring and diagnostic system,

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.829960Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1aad315a-1ea6-4fed-8bdf-8324e143dd02 · outbound

This paper cites Deriving semantic checkers from tests to detect silent failures in production distributed systems,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Deriving semantic checkers from tests to detect silent failures in production distributed systems,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.656625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b4c8219-205b-4803-8fff-1040a677287e · outbound

This paper cites One-size- fits-none: Understanding and enhancing slow-fault tolerance in modern distributed systems,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training One-size- fits-none: Understanding and enhancing slow-fault tolerance in modern distributed systems,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.425455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1ba72b2a-6cd8-44b4-b56b-9a2f9a3cf7df · outbound

This paper cites Dr. DNA: Combating silent data corruptions in deep learning using distribution of neuron activations,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Dr. DNA: Combating silent data corruptions in deep learning using distribution of neuron activations,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.273870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d940d554-c5b1-4ea9-8552-a5b7f1407454 · outbound

This paper cites Pipedream: generalized pipeline parallelism for DNN training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Pipedream: generalized pipeline parallelism for DNN training,

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:25.523515Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c3a48b94-06d1-46b1-8997-b192dfb7a727 · outbound

This paper cites How we build reliable clusters,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training How we build reliable clusters,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:34.155702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c52562ea-c049-4f28-bea1-595a18cd075b · outbound

This paper cites DCGM Exporter,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training DCGM Exporter,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:33.932185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4b5eeb30-9cdb-4e34-bef0-652bd1dafad0 · outbound

This paper cites Networking, Reliability, and Observability at Scale with NCCL 2.24,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Networking, Reliability, and Observability at Scale with NCCL 2.24,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:33.694470Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 32378e22-4619-4b79-b79e-22e64eddaf22 · outbound

This paper cites OpenTelemetry Best Practices for AI Workloads,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training OpenTelemetry Best Practices for AI Workloads,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:33.571552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f1b986c5-4a2a-4a25-9a06-c29e925d283f · outbound

This paper cites Enhancing Communication Observability of AI Workloads with NCCL Inspector,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Enhancing Communication Observability of AI Workloads with NCCL Inspector,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:33.424626Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 812ebb4a-4228-4d6d-9e28-e2791664231b · outbound

This paper cites NCCL Inspector Plugin,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training NCCL Inspector Plugin,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:33.181543Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fc1b8bb7-1a41-45f1-9c6b-e97db276100d · outbound

This paper cites NCCL inspector: Profiling and monitoring guide,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training NCCL inspector: Profiling and monitoring guide,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.951783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf279a02-84ab-4998-ba81-d6341c17b688 · outbound

This paper cites NCCL: Optimized primitives for collective multi-GPU communication,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training NCCL: Optimized primitives for collective multi-GPU communication,

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.800144Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 33d06c22-8b1e-4e4f-b091-11b821060fa5 · outbound

This paper cites Performance reported by NCCL tests,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Performance reported by NCCL tests,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.607409Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ddef7089-f26d-4f22-9a67-5e036a4de135 · outbound

This paper cites Real-Time Performance Monitoring and Faster Debugging with NCCL Inspector and Prometheus,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Real-Time Performance Monitoring and Faster Debugging with NCCL Inspector and Prometheus,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.400288Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c02d5214-a072-4d19-a0bd-68aaeae039b2 · outbound

This paper cites Straggler-aware distributed learning: Communication-computation latency trade-off,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Straggler-aware distributed learning: Communication-computation latency trade-off,

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.286378Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e3d39b47-5acd-4859-aa74-b6780b483de4 · outbound

This paper cites Com- prehensive deadlock prevention for GPU collective communication,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Com- prehensive deadlock prevention for GPU collective communication,

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:32.043196Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1fa85ed1-6b4e-4264-8c36-5a398b6dd0f7 · outbound

This paper cites T3: Transparent tracking & triggering for fine-grained overlap of compute & collectives,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training T3: Transparent tracking & triggering for fine-grained overlap of compute & collectives,

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.891759Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5fc773f0-273d-47c0-99aa-c607955436f6 · outbound

This paper cites What is Prometheus,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training What is Prometheus,

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.778784Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2b66dd41-78b0-47c6-83d9-cfb26c1f55bf · outbound

This paper cites Node exporter: Exporter for machine metrics,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Node exporter: Exporter for machine metrics,

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.705575Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8db8a2bb-e20e-4e2d-a1da-e459b9375542 · outbound

This paper cites PyTorch NCCL Flight Recorder,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training PyTorch NCCL Flight Recorder,

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.639672Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation f2eb06fb-30d3-4d6b-9cc7-50eb31de865c · outbound

This paper cites DuckDB: an embeddable analytical database,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training DuckDB: an embeddable analytical database,

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.522828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 125ce8c4-7881-461e-8cf2-18251b3bd6a6 · outbound

This paper cites Horovod: fast and easy distributed deep learning in TensorFlow.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Horovod: fast and easy distributed deep learning in TensorFlow

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:26.909739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d3750a9-9a17-4658-a9a9-daf7ab5ddaef · outbound

This paper cites TACCL: Guiding collective algorithm synthesis using communication sketches,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training TACCL: Guiding collective algorithm synthesis using communication sketches,

Reference 54

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.404157Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation d17f9814-77bb-4bb9-9ed8-2af11ee1be57 · outbound

This paper cites Network-centric distributed tracing with DeepFlow: Troubleshooting your microservices in zero code,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Network-centric distributed tracing with DeepFlow: Troubleshooting your microservices in zero code,

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.283974Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation cf6da36e-4f15-4f8f-a3cd-b84a23979ee1 · outbound

This paper cites Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-06T00:12:27.087960Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bce19177-0550-4c61-afbc-6c88b518d681 · outbound

This paper cites Loom: Efficient capture and querying of high-frequency telemetry,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Loom: Efficient capture and querying of high-frequency telemetry,

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.153616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 89b269ee-3b2b-46af-a363-c9e0bc16947d · outbound

This paper cites Optimization of collective communication operations in MPICH,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Optimization of collective communication operations in MPICH,

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:31.078078Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 5b74cb50-89bc-45ff-8e58-dd972c8bf692 · outbound

This paper cites MPI: a standard message passing interface,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training MPI: a standard message passing interface,

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.938509Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 98ec073d-e04a-4eae-9fce-de4ec79c38db · outbound

This paper cites Robust LLM training infrastructure at ByteDance,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Robust LLM training infrastructure at ByteDance,

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.826635Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 8a4ee7c1-66d6-4803-ba61-9b8bb4013e12 · outbound

This paper cites Characterizing and optimizing end-to-end systems for private inference,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Characterizing and optimizing end-to-end systems for private inference,

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.771468Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation edf03b57-e889-4acd-b8f8-c20246544dd4 · outbound

This paper cites Understanding silent data corruptions in a large production CPU population,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Understanding silent data corruptions in a large production CPU population,

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.672314Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2456359d-29f1-4cf9-a87b-5fa376d23c72 · outbound

This paper cites Hawkeye: Diagnosing RDMA network performance anomalies with PFC provenance,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Hawkeye: Diagnosing RDMA network performance anomalies with PFC provenance,

Reference 63

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.583184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation c5592e06-a7f2-4fd2-bc32-243ff4205885 · outbound

This paper cites EXIST: Enabling extremely efficient intra-service tracing observability in datacenters,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training EXIST: Enabling extremely efficient intra-service tracing observability in datacenters,

Reference 64

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.474725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation ccfab303-4655-4960-bc32-115be75b388a · outbound

This paper cites OptiReduce: Resilient and tail-optimal AllReduce for distributed deep learning in the cloud,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training OptiReduce: Resilient and tail-optimal AllReduce for distributed deep learning in the cloud,

Reference 65

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.341821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation bdd2d397-65c6-40e7-9c5a-e59568feb046 · outbound

This paper cites Attack of the bubbles: Straggler-Resilient pipeline parallelism for large model training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Attack of the bubbles: Straggler-Resilient pipeline parallelism for large model training,

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.230338Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1d9caf18-8ac7-43da-829b-0825451e7d87 · outbound

This paper cites MCCS: A service-based approach to collective communication for multi-tenant cloud,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training MCCS: A service-based approach to collective communication for multi-tenant cloud,

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.168161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2d837ccd-abec-42eb-8a11-6add417eddc4 · outbound

This paper cites SuperBench: Improving cloud AI infrastructure reliability with proactive validation,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training SuperBench: Improving cloud AI infrastructure reliability with proactive validation,

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:30.009002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 72f29854-7f5b-4425-b0c3-a30186ba0f5c · outbound

This paper cites AutoCCL: Automated collective communication tuning for accelerating distributed and parallel DNN training,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training AutoCCL: Automated collective communication tuning for accelerating distributed and parallel DNN training,

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.901375Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1ffc7957-ba1b-46d4-bfcd-39cf96246ec7 · outbound

This paper cites eACGM: Non-instrumented performance tracing and anomaly detection towards machine learning systems,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training eACGM: Non-instrumented performance tracing and anomaly detection towards machine learning systems,

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.808429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e2c7065e-5491-4800-8ad9-257768a2dc4d · outbound

This paper cites Holmes: Localizing irregularities in LLM training with mega-scale GPU clusters,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Holmes: Localizing irregularities in LLM training with mega-scale GPU clusters,

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.671809Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b942bdf2-6906-4c52-a635-1af399621993 · outbound

This paper cites FBDetect: Catching tiny performance regressions at hyperscale through in-production monitoring,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training FBDetect: Catching tiny performance regressions at hyperscale through in-production monitoring,

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.598443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation fd704dae-3641-48a1-a6cc-d4bc1e738f89 · outbound

This paper cites The benefit of Hindsight: Tracing edge-cases in distributed systems,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training The benefit of Hindsight: Tracing edge-cases in distributed systems,

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.488206Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation aaf2af43-a4c9-45a5-bc7b-5bcb621a4065 · outbound

This paper cites DeepContext: A context-aware, cross-platform, and cross-framework tool for performance profiling and analysis of deep learning workloads,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training DeepContext: A context-aware, cross-platform, and cross-framework tool for performance profiling and analysis of deep learning workloads,

Reference 74

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:29.345612Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 73f39a69-b1cc-4aed-aa8b-ad5cfce8ec16 · outbound

This paper cites Accelerating model training on Ascend chips: An industrial system for profiling, analysis and optimization,.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Accelerating model training on Ascend chips: An industrial system for profiling, analysis and optimization,

Reference 75

Resolution: verified exact; doi, observed 2026-08-06T00:12:29.219778Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b1dd9087-7fbe-4122-9ec4-2d2d48eea780 · outbound

This paper cites Available: https://epoch.ai/blog/hardware-failures-w ont-limit-ai-scaling.

NIXT: A NCCL Inspector Exporter Tool for Observability of Collective Communication in Large Model Training Available: https://epoch.ai/blog/hardware-failures-w ont-limit-ai-scaling

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T00:12:37.287796Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Coverage vector

Reference resolution

Outbound references

Pith citing papers