Paper Citation Record · LEDGER

Adding MFMA Support to gem5

As of 11 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 0 inbound Pith citation observations for arXiv:2501.18113.

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

pith.paper-citation-record.v1
2501.18113 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T00:42:10.657452Z

measured 45 of 45 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

45 of 45 outbound references displayed

verified exact0
verified fuzzy34
unresolved10
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8fc613dd-9571-4720-a32d-117518623461 · outbound

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

Adding MFMA Support to gem5 Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.428752Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28bd77a8-0f61-4a03-a733-bc95cb9a6313 · outbound

This paper cites AI and Memory Wall,.

Adding MFMA Support to gem5 AI and Memory Wall,

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.432722Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13bb6213-3b06-4491-9f78-1caea3a606bf · outbound

This paper cites Pioneering Chiplet Technology and Design for the AMD EPYC™ and Ryzen™ Processor Families : Industrial Produc t,.

Adding MFMA Support to gem5 Pioneering Chiplet Technology and Design for the AMD EPYC™ and Ryzen™ Processor Families : Industrial Produc t,

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.493660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 9603c941-33bb-43db-8478-ebf39d146abb · outbound

This paper cites TPU v4: An Optically Reconﬁgur able Supercomputer for Machine Learning with Hardware Support f or Embeddings,.

Adding MFMA Support to gem5 TPU v4: An Optically Reconﬁgur able Supercomputer for Machine Learning with Hardware Support f or Embeddings,

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.440613Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eb23fae3-be23-43e7-a62b-3ec2f88f7c35 · outbound

This paper cites Ten Lessons f rom Three Generations Shaped Google’s TPUv4i,.

Adding MFMA Support to gem5 Ten Lessons f rom Three Generations Shaped Google’s TPUv4i,

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.444358Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8ee1e26-94ca-4cfa-83e8-766379f1b95a · outbound

This paper cites The gem5 simul ator,.

Adding MFMA Support to gem5 The gem5 simul ator,

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.484359Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 36104eb7-cbda-4420-bfde-47f65a292d7b · outbound

This paper cites The gem5 simulator: V ersion 20.0+,.

Adding MFMA Support to gem5 The gem5 simulator: V ersion 20.0+,

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.475898Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 202b2465-8fa4-4fd8-a9f2-a842ae878bbd · outbound

This paper cites L ost in Abstraction: Pitfalls of Analyzing GPUs at the Intermediat e Language Level,.

Adding MFMA Support to gem5 L ost in Abstraction: Pitfalls of Analyzing GPUs at the Intermediat e Language Level,

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.466499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 29d04c3c-3464-4b78-8e4e-d659910ec4a8 · outbound

This paper cites Modeling Modern GPU Applic ations in gem5,.

Adding MFMA Support to gem5 Modeling Modern GPU Applic ations in gem5,

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.456546Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eefe41d1-55a8-4430-badf-1fa44993db92 · outbound

This paper cites gem5 -SALAM: A System Architecture for LL VM-based Accelerator Modeling ,.

Adding MFMA Support to gem5 gem5 -SALAM: A System Architecture for LL VM-based Accelerator Modeling ,

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.446031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1c0138b1-dcdd-4b74-80d0-1e46639a5647 · outbound

This paper cites Expan ding Hardware Accelerator System Design Space Exploration with gem5-SAL AMv2,.

Adding MFMA Support to gem5 Expan ding Hardware Accelerator System Design Space Exploration with gem5-SAL AMv2,

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.434466Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dae64494-2ea5-4e3d-b169-c08118f1ce89 · outbound

This paper cites Enablin g Multi-GPU Support in gem5,.

Adding MFMA Support to gem5 Enablin g Multi-GPU Support in gem5,

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.424117Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e0bb01d1-35c5-477d-8d48-378353addb82 · outbound

This paper cites On the Rise of AMD Matrix Cores: Performance, Power Efﬁciency, and Programmability,.

Adding MFMA Support to gem5 On the Rise of AMD Matrix Cores: Performance, Power Efﬁciency, and Programmability,

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.415034Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a0428055-8566-481a-a04e-d4a9dbbca137 · outbound

This paper cites V olta: Performa nce and Pro- grammability,.

Adding MFMA Support to gem5 V olta: Performa nce and Pro- grammability,

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.405510Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0e7270b3-8074-47ba-baf8-ba41e103b5d6 · outbound

This paper cites Modeling Deep Le arning Accelerator Enabled GPUs,.

Adding MFMA Support to gem5 Modeling Deep Le arning Accelerator Enabled GPUs,

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.396185Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0d0d034d-9072-4d74-8699-29b8555839c0 · outbound

This paper cites A Research Retrospec tive on AMD’s Exascale Computing Journey,.

Adding MFMA Support to gem5 A Research Retrospec tive on AMD’s Exascale Computing Journey,

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.478452Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98129684-d26a-4ac0-b388-da146d0b3b5e · outbound

This paper cites Realizing the AMD Exascale Heterogeneous Processor Vision : Industry Product,.

Adding MFMA Support to gem5 Realizing the AMD Exascale Heterogeneous Processor Vision : Industry Product,

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.481886Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ee6af4ff-b5ce-424b-85b3-21fe47bc580a · outbound

This paper cites Co- designing Accelerators and SoC Interfaces using gem5-Alad din,.

Adding MFMA Support to gem5 Co- designing Accelerators and SoC Interfaces using gem5-Alad din,

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.382678Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e6163952-9df2-41ce-b46b-e9b5749d6626 · outbound

This paper cites Enabling Repro ducible and Agile Full-System Simulation,.

Adding MFMA Support to gem5 Enabling Repro ducible and Agile Full-System Simulation,

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.374204Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 2003bb70-a808-47e2-9ee1-846ca6d2cc93 · outbound

This paper cites DNNMark: A Deep Neural Network Ben chmark Suite for GPUs,.

Adding MFMA Support to gem5 DNNMark: A Deep Neural Network Ben chmark Suite for GPUs,

Reference 20

Resolution: metadata mismatch; raw_fallback, observed 2026-08-10T00:42:10.910540Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 0131985a-db1f-4854-a696-3d97d3807b92 · outbound

This paper cites An Update to DeepBench with a Fo cus on Deep Learning Inference,.

Adding MFMA Support to gem5 An Update to DeepBench with a Fo cus on Deep Learning Inference,

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.363951Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation f26a0eb5-879d-4f6a-a255-3d3caadd13d0 · outbound

This paper cites MIOpen: An Open Source Library For Deep Learning Primitives.

Adding MFMA Support to gem5 MIOpen: An Open Source Library For Deep Learning Primitives

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.585999Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7e994d35-516d-4ab8-901e-6137be9c40da · outbound

This paper cites rocBLAS Library,.

Adding MFMA Support to gem5 rocBLAS Library,

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.355773Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation bac7a088-d714-4009-a8a1-cfff90f59595 · outbound

This paper cites PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation a nd Graph Compilation,.

Adding MFMA Support to gem5 PyTorch 2: Faster Machine Learning Through Dynamic Python Bytecode Transformation a nd Graph Compilation,

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.592585Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fd077514-05b6-4aff-8f68-62ec59935603 · outbound

This paper cites Automatic different iation in PyTorch,.

Adding MFMA Support to gem5 Automatic different iation in PyTorch,

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.347703Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation ca84bf5a-4355-42b4-92cd-83e379c91ddb · outbound

This paper cites TensorFlow: La rge- Scale Machine Learning on Heterogeneous Systems,.

Adding MFMA Support to gem5 TensorFlow: La rge- Scale Machine Learning on Heterogeneous Systems,

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.337629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 557b09a3-2d75-49e2-af17-d1755c8b03fc · outbound

This paper cites Simulation Support for Fast and Accurate Large-Scale GPGPU & Accelerat or Workloads,.

Adding MFMA Support to gem5 Simulation Support for Fast and Accurate Large-Scale GPGPU & Accelerat or Workloads,

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.328756Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation eef119c9-c362-42b3-9667-a965f9abcb58 · outbound

This paper cites Simulating Machine Lear ning Models at Scale,.

Adding MFMA Support to gem5 Simulating Machine Lear ning Models at Scale,

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.319757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3ee12d82-cff3-4f38-b815-5272edc787a4 · outbound

This paper cites AMD CDNA™ 3 Architecture,.

Adding MFMA Support to gem5 AMD CDNA™ 3 Architecture,

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.310706Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 074b47ea-4745-4ce0-9eec-4ff024135735 · outbound

This paper cites [Online].

Adding MFMA Support to gem5 [Online]

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.301800Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e77bf7e3-c7d5-47db-8870-20e730fad077 · outbound

This paper cites NVIDIA Hopper H100 GPU: Scaling Perform ance,.

Adding MFMA Support to gem5 NVIDIA Hopper H100 GPU: Scaling Perform ance,

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.615405Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ce339db0-a0a4-48c6-8737-9409e3a30e59 · outbound

This paper cites Cooperative War p Execution in Tensor Core for RISC-V GPGPU,.

Adding MFMA Support to gem5 Cooperative War p Execution in Tensor Core for RISC-V GPGPU,

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.293372Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation e6f6c92c-11ea-4297-b60c-9c42b4ed5f3c · outbound

This paper cites CPElide : Efﬁcient Multi-Chiplet GPU Implicit Synchronization,.

Adding MFMA Support to gem5 CPElide : Efﬁcient Multi-Chiplet GPU Implicit Synchronization,

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.285136Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation dc86170e-04a6-4566-b97e-e3edee1b1736 · outbound

This paper cites ROCm: Open Platform For Development, Discovery and Education around GPU Computing,.

Adding MFMA Support to gem5 ROCm: Open Platform For Development, Discovery and Education around GPU Computing,

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.274700Z

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No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation c7a43fcf-5d78-4863-90cc-7179fcde95cc · outbound

This paper cites GAP: gem5 GPU Accuracy Proﬁler,.

Adding MFMA Support to gem5 GAP: gem5 GPU Accuracy Proﬁler,

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.264472Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 3524817d-58d2-41cc-b3e8-891bf19bac73 · outbound

This paper cites Closing the Gap: Improving the Accuracy of gem5’s GPU Models,.

Adding MFMA Support to gem5 Closing the Gap: Improving the Accuracy of gem5’s GPU Models,

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.254506Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1f0591c7-6eda-40e7-b457-25de4b53ad3f · outbound

This paper cites Furthe r Closing the GAP: Improving the Accuracy of gem5’s GPU Models,.

Adding MFMA Support to gem5 Furthe r Closing the GAP: Improving the Accuracy of gem5’s GPU Models,

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.243833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6b237e4f-3940-44f4-8445-e9c4fa4ab126 · outbound

This paper cites Introducing AMD CDNA™ 2 Architecture,.

Adding MFMA Support to gem5 Introducing AMD CDNA™ 2 Architecture,

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.234332Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 6d48f3af-c5ca-4af0-9955-4839808f6d9b · outbound

This paper cites AMD AI & HPC Fund: Accelerate Y our Research with AMD,.

Adding MFMA Support to gem5 AMD AI & HPC Fund: Accelerate Y our Research with AMD,

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.223927Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 399952f2-9d07-492e-b6bf-5654b32bf9e7 · outbound

This paper cites AMD lab notes,.

Adding MFMA Support to gem5 AMD lab notes,

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.212741Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 86c6a81d-55b5-49cd-bfd1-d9696f0b2308 · outbound

This paper cites Language Models are Few-Shot Learners,.

Adding MFMA Support to gem5 Language Models are Few-Shot Learners,

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.203656Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 8d1ae5cd-fa13-4b2a-9ffc-082ce9807150 · outbound

This paper cites Language Models are Unsupervised Multitask Learners,.

Adding MFMA Support to gem5 Language Models are Unsupervised Multitask Learners,

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.194140Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation a5efdce5-00ef-4891-a738-254739633aa5 · outbound

This paper cites GPT-4 Technical Report.

Adding MFMA Support to gem5 GPT-4 Technical Report

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-10T00:42:10.649639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6b1cfe7-f7c6-4055-95cf-816523386dd2 · outbound

This paper cites MLPerf Infere nce Benchmark,.

Adding MFMA Support to gem5 MLPerf Infere nce Benchmark,

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.184180Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Observation 1dbb833f-1020-4153-9336-edb79d7bceea · outbound

This paper cites MLPerf Training Benchmark,.

Adding MFMA Support to gem5 MLPerf Training Benchmark,

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T00:42:11.174670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-11T06:34:44.6726+00:00.

Pith citing papers

No inbound Pith citation observations are available.