Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-02T23:51:02.595351Z
Paper Citation Record · LEDGER
Opus: Photonic Rail-Optimized Fabric in ML Datacenters
As of 9 August 2026, this Paper Citation Record lists 100 of 101 outbound references and 0 inbound Pith citation observations for arXiv:2602.12521.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+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
Reference resolution
100 of 101 outbound references displayed
- verified exact1
- verified fuzzy0
- unresolved99
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 142f905e-3333-418f-960d-ee7318a3be6a · outbound
This paper cites NVIDIA GB200 NVL72.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters NVIDIA GB200 NVL72
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:52.738783Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 757d5b9b-5ba6-4e97-8b97-dd38754e1160 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:52.781050Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71ee0c03-b74d-45f1-80c2-d6e86bf2143c · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:52.860654Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d247ce6b-1f88-4333-a10e-5b1ba581eba3 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:52.997228Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47de456a-dd35-4c70-ac39-59a09b6842f9 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.167426Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21ca1949-f52b-469e-a495-cd8f291d77e4 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.297825Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 88f93afb-9171-4ad9-99a6-8a19ad158dc8 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.413852Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3332e8da-b05c-490e-a9a3-09021e316a19 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.548143Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a39b1ef-3b64-4db9-8bae-04526097bc2b · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.622775Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a46caf95-2f98-41de-876d-0e573099bfc5 · outbound
This paper cites Optical Systems Division.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Optical Systems Division
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.719459Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a48fb86d-ebe8-46e0-adc5-4a5e1c16d9c8 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.831031Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 81e60bf5-d8a4-47aa-93fa-beb6b7be1fdb · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:53.933436Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 092df765-9836-4b08-8c84-06266133a9e0 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.031964Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e5e8382c-fe19-4e32-86aa-305252c02de8 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.151745Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9d17c970-d6ad-407a-aa6f-9b2eeada85de · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.283472Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a83613fa-d334-438a-884e-abf4739bf52a · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.350600Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 199a1313-6c3b-4628-aa6c-a2ac1c2eb9b0 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.407222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e751e9cf-12f5-400b-84ac-7c4c3d4cb3f3 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.480539Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b022e505-c559-4122-9dbd-c37af09e8569 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.583534Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aad91e5d-1a9a-4132-b408-3ce541aa8912 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.659626Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7606e7eb-3ef4-470c-a723-1bf07cc8f918 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 21
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.708554Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 245eaefd-4abe-4156-b324-311ae75778af · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.788007Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 93e9f5e7-066a-4b9c-a7ec-d98dbc25752f · outbound
This paper cites Hamilton, Navendu Jain, Srikanth Kandula, Changhoon Kim, Parantap Lahiri, David A.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Hamilton, Navendu Jain, Srikanth Kandula, Changhoon Kim, Parantap Lahiri, David A
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.869216Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 69d4db70-646e-4771-a2c5-9af39424ff7f · outbound
This paper cites Das, Jon P.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Das, Jon P
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.921447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5acdafe-00c5-4f30-9f4d-62521b1a63a7 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:54.993720Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d9b261d8-80f1-43ec-bf76-75a28ccc6725 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.090380Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddbd35ff-0d69-45d8-be1f-cbef4376e3d0 · outbound
This paper cites 2010.{ZooKeeper}: Wait-free coordination for internet-scale systems.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2010.{ZooKeeper}: Wait-free coordination for internet-scale systems
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.173168Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 22c3f13a-f43b-4e91-825b-2fd3a79078ad · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 28
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.249705Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c21445d-0cfc-44c4-8d5e-0c6378b613a8 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.362103Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 042b01ca-9fac-498c-bdd7-4f2ccf1b9aef · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 30
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.444465Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f0d430f-6125-4c0d-bb5e-8fde6d7c8977 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.516540Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6529e70e-556f-4459-a8b0-7ff297ea275d · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 32
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.680374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c1e5271-fdae-4906-9f6e-9cc723551cdf · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 33
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.757022Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa7f4cdb-55ac-4092-8080-c2ead7a1185f · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.840469Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d80e3367-9e10-4969-8172-ed12e2ee40c2 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 35
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.916235Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc1da9c1-185e-4b1f-826b-3d7303cb6b33 · outbound
This paper cites TorchTitan: One-stop PyTorch native solution for production ready LLM pre-training.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters TorchTitan: One-stop PyTorch native solution for production ready LLM pre-training
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:55.995895Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb3100a9-e3a2-4a5d-b527-2953ffb2b96f · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.179171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a20bad9-32b3-4d84-925a-07ee0914cb14 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.318327Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa610f86-e3d3-4328-b692-7ef120b2a71c · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.390241Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c6617b6-8dfd-49c8-983e-6462a2e41eb0 · outbound
This paper cites InProceedings of the ACM SIGCOMM 2025 Conference.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters InProceedings of the ACM SIGCOMM 2025 Conference
Reference 41
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.265551Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 792d7822-421a-47dc-981c-4534d541b1dd · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.603431Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3d654ebb-a1c6-44f2-9157-ab1151c08f64 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.636813Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3fce136-6f6f-4153-bc5b-a56fb23bd7ac · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.697210Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 18e2b4a4-97c6-461f-a5da-1133106ae89c · outbound
This paper cites Ring Attention with Blockwise Transformers for Near-Infinite Context.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Ring Attention with Blockwise Transformers for Near-Infinite Context
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.536838Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bde45525-53f1-4ae8-acef-b67a8388c22c · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.842536Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e0f11f3-43cb-4ef0-8493-810e4377046a · outbound
This paper cites 2024.NVIDIA Firmware Tools (MFT) Docu- mentation.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2024.NVIDIA Firmware Tools (MFT) Docu- mentation
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.921550Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dba8d8ac-d7b4-4fb1-a82e-78463ab73fd9 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.001813Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 92765be9-7126-440e-abe5-81cee8b8fe35 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:56.767843Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9c0874b0-ebdd-416d-81a8-521b35c63fdb · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.191374Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6f954ec-b7a1-49ad-8f58-2c14c3c78326 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.258998Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aacf95e-0d28-40db-ae0f-e70ed26884fe · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.263556Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8c65e479-5b79-4252-8259-b3fab453386a · outbound
This paper cites 2020.NVIDIA Collective Communication Library (NCCL): Creating a Communicator.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2020.NVIDIA Collective Communication Library (NCCL): Creating a Communicator
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.078133Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29186d8e-23a8-4347-8353-103fa7e096e4 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.460665Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2cd9cd5f-cb6a-4ccc-910b-a47c3a5bf4c6 · outbound
This paper cites 2025.NVIDIA Announces Spectrum -X Photonics, Co -Packaged Optics Networking Switches to Scale AI Factories to Millions of GPUs.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.NVIDIA Announces Spectrum -X Photonics, Co -Packaged Optics Networking Switches to Scale AI Factories to Millions of GPUs
Reference 55
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.553064Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e2ba796-c462-4779-aac4-e894993f5de3 · outbound
This paper cites 2025.NVIDIA Collective Communications Library (NCCL).
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.NVIDIA Collective Communications Library (NCCL)
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.583411Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 555c47c9-34cd-4908-8f0f-fc84ed58aa68 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 57
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.332064Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bdbd6cc4-d12f-40af-9dbf-ca70cae8d8c6 · outbound
This paper cites 2025.NVIDIA DGX SuperPOD.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.NVIDIA DGX SuperPOD
Reference 58
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.729717Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4351895-c0bc-49a4-bdad-9b2efdf6bdd1 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 59
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.866689Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bc718e9-a629-49f4-820d-c3dbec6fcef8 · outbound
This paper cites 2025.NVIDIA HGX Platform.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.NVIDIA HGX Platform
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.949658Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 78056633-3e5f-4706-a0b5-7e02e50d99fa · outbound
This paper cites 2025.NVIDIA DGX H200 Datasheet.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.NVIDIA DGX H200 Datasheet
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:57.656043Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d43c65cf-3cc1-4867-9c82-6d6ac77e61dd · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 62
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T23:50:58.156574Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21d188b8-b72f-4df2-9fb4-995b233a4a9f · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 63
- Resolution
- unresolved
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f8506c9-9076-4974-8efe-2596ccb9836f · outbound
This paper cites an unresolved cited work.
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Reference 64
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Observation 7bb3d707-e244-4307-9d34-1b404e6a2ece · outbound
This paper cites 2025.Rail Optimized Topology Val- idation.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2025.Rail Optimized Topology Val- idation
Reference 65
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Observation 790d5b6c-3628-47de-95d0-2dda0e00ab53 · outbound
This paper cites Zero Bubble Pipeline Parallelism.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Zero Bubble Pipeline Parallelism
Reference 66
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Observation 44c8ffac-8efc-4b89-a6d4-8387604ad2c4 · outbound
This paper cites SemiAnal- ysis.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters SemiAnal- ysis
Reference 67
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Source-reported events for the cited work
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Observation 9168b9fc-6eef-49af-ac01-a179dbfd0e46 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 68
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Unavailable: canonical work link unavailable.
Observation 5c0cbb10-875d-4c45-a7e9-cf8643f9fed0 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 69
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbd54b65-48ee-4d7c-a2c4-32f7fbdbb011 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 70
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 588013f0-b837-4dbc-806a-40ec46ef6fa9 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 71
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed0cd196-92db-4d5c-ac5a-801298c15734 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 72
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f75ac532-d1e1-4f09-8ec4-f18c369671d6 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 73
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Unavailable: canonical work link unavailable.
Observation 93f42499-355e-40fe-a458-41128481d36b · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 74
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6bc698-96d9-4b9e-954a-6eeebd3caf2e · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 75
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31a987d4-6e5e-417d-9453-090b1dca543c · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 76
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d17306f9-a22a-45a8-9eb1-7457d5612c3e · outbound
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Opus: Photonic Rail-Optimized Fabric in ML Datacenters Chakra: Advancing Performance Benchmarking and Co-design using Standardized Execution Traces
Reference 77
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89aa22db-d465-43f4-b9c7-5c5f36278b30 · outbound
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Opus: Photonic Rail-Optimized Fabric in ML Datacenters Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism
Reference 78
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Source-reported events for the cited work
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Observation 2c6fa90f-e298-4446-9195-ac98bb790c97 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 79
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0ec98781-6e70-4631-991a-15f81dfb9295 · outbound
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Opus: Photonic Rail-Optimized Fabric in ML Datacenters Andersen, Michael Kaminsky, Konstantina Papagiannaki, T.S
Reference 80
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Source-reported events for the cited work
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Observation e53e4fbb-f72a-4290-870e-f1e8d2305acf · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 81
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 37eb349b-d0f8-4f0e-bfd7-2cd26e8a899e · outbound
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Opus: Photonic Rail-Optimized Fabric in ML Datacenters Brighten Godfrey
Reference 82
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 671f4d7b-ab0f-4f0a-a046-61e552e849fa · outbound
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Opus: Photonic Rail-Optimized Fabric in ML Datacenters 2023.{TopoOpt}: Co-optimizing network topology and parallelization strategy for distributed training jobs
Reference 83
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Source-reported events for the cited work
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Observation f45a1dd7-a191-4ac1-94f3-015d4db9aacd · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 84
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ed5f138a-018c-4eee-bd06-ea393466d8a0 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 85
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Source-reported events for the cited work
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Observation 76ebc353-5490-4bb2-af75-270083cd5a98 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 86
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Source-reported events for the cited work
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Observation 75b7ec7f-93f2-4187-91c2-6bc634ac5f91 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 87
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f033ba3-50fb-4eaa-971b-5c30bc253d14 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 88
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 14ec6953-7ef9-40c8-a2e8-31fb6ddea334 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 89
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8b48c2cb-0dd4-4958-857c-a42c9f12c79e · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 90
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0042780-73d0-417e-9c13-d82dc3cb725e · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 91
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc1fb83e-a199-43f5-89ce-443b9215071a · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 93
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Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f91ce3bf-e230-4f0d-9924-e54a61454e65 · outbound
This paper cites InProceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters InProceedings of the International Conference for High Performance Computing, Networking, Storage and Analysis
Reference 95
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd996a03-14dd-4902-b198-7f0d0c5ea6c7 · outbound
This paper cites an unresolved cited work.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Unresolved cited work
Reference 100
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83550848-7977-4011-b1f8-6b5ac8771e2b · outbound
This paper cites PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters PyTorch FSDP: Experiences on Scaling Fully Sharded Data Parallel
Reference 101
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 799cd523-705b-461e-afd7-6d5b270a147f · outbound
This paper cites InProceedings of the ACM SIGCOMM 2010 Conference (SIGCOMM ’10).
Opus: Photonic Rail-Optimized Fabric in ML Datacenters InProceedings of the ACM SIGCOMM 2010 Conference (SIGCOMM ’10)
Reference 2010
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e875215-c452-4ae0-bd68-b918ce5a56ef · outbound
This paper cites In9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12).
Opus: Photonic Rail-Optimized Fabric in ML Datacenters In9th USENIX Symposium on Networked Systems Design and Implementation (NSDI 12)
Reference 2012
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e9b7bef3-8877-455e-a24b-5b660aeb7787 · outbound
This paper cites InProceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters InProceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
Reference 2015
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0a1bef5-7a94-4db0-8a87-c438639814e7 · outbound
This paper cites InProceedings of the 26th ACM SIGKDD international conference on knowledge discovery & data mining.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters InProceedings of the 26th ACM SIGKDD international conference on knowledge discovery & data mining
Reference 2020
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 23c8b6ea-e745-49ec-a3de-2e768d313775 · outbound
This paper cites Proceedings of Machine Learning and Systems5 (2023), 341–353.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters Proceedings of Machine Learning and Systems5 (2023), 341–353
Reference 2023
- Resolution
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Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e8180a50-b9cc-4cb4-8bcb-26e3bb2824b4 · outbound
This paper cites DeepSeek-V3 Technical Report.
Opus: Photonic Rail-Optimized Fabric in ML Datacenters DeepSeek-V3 Technical Report
Reference 2024
- Resolution
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- no resolver link, observed 2026-08-02T23:50:56.467808Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
No inbound Pith citation observations are available.