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Paper Citation Record · LEDGER

Efficient and Scalable Agentic AI with Heterogeneous Systems

As of 23 August 2026, this Paper Citation Record lists 60 of 60 outbound references and 10 inbound Pith citation observations for arXiv:2507.19635.

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

pith.paper-citation-record.v1
2507.19635 v1

Coverage vector

measured 60 of 60 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T14:16:19.103974Z

measured 70 of 70 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-22T06:32:14.747728+00:00

measured 10 of 10 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T23:49:13.400815Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

60 of 60 outbound references displayed

  • verified exact0
  • verified fuzzy49
  • unresolved10
  • parse uncertain1
  • malformed identifier0
  • metadata mismatch0

External citation measurements

1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 8356ae7e-3238-4bbc-b187-230f62598d70 · outbound

This paper cites Survey surfaces rapid adoption of agentic AI.

Efficient and Scalable Agentic AI with Heterogeneous Systems Survey surfaces rapid adoption of agentic AI

Reference 1

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verified fuzzy
raw_fallback, observed 2026-08-06T14:16:28.888200Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:13.704139Z digest=sha256:7a5f9a98167a96844b6f98f2d974da88d8ee3b68d676bf4dada3ffd83d11753e

Observation e17bef9b-cfac-4866-860e-d65adda5d86d · outbound

This paper cites 96% of enterprises are expanding use of AI agents.

Efficient and Scalable Agentic AI with Heterogeneous Systems 96% of enterprises are expanding use of AI agents

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:28.730439Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:13.792440Z digest=sha256:e04b5174ea09d3cd169e773a9ec4b189ed15c7ae8ae89ab6ef7497792f2a567a

Observation b69ea502-9a65-4624-8e27-33423d7ec30b · outbound

This paper cites PwC’s AI agent survey.

Efficient and Scalable Agentic AI with Heterogeneous Systems PwC’s AI agent survey

Reference 3

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verified fuzzy
raw_fallback, observed 2026-08-06T14:16:28.564489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:13.864525Z digest=sha256:1b38a5235031a7fbfaea4834db98bb1207b0e7fe0ab329302fdbb497e513f910

Observation c2bcfb35-2468-4240-a4ad-9fc5983a44ea · outbound

This paper cites ReAct: Synergizing reasoning and acting in language models, 2023.

Efficient and Scalable Agentic AI with Heterogeneous Systems ReAct: Synergizing reasoning and acting in language models, 2023

Reference 4

Resolution
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raw_fallback, observed 2026-08-06T14:16:28.401857Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:13.927828Z digest=sha256:ebcc82d100c53cbf6a969b09df4b5f9a99c658814851969ee17108fdef119ee8

Observation 0b0fd828-ff38-4ee4-add0-b3b387f18246 · outbound

This paper cites Auto-GPT for online decision making: Benchmarks and additional opinions, 2023.

Efficient and Scalable Agentic AI with Heterogeneous Systems Auto-GPT for online decision making: Benchmarks and additional opinions, 2023

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:28.205732Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:13.978865Z digest=sha256:82838b2784584f16a445b528639751371c015efae936bfd8ecad3fa0d73aeb77

Observation a3653e51-63f6-4e48-8810-c602dde0fe02 · outbound

This paper cites CAMEL: Communicative agents for "mind" exploration of large language model society, 2023.

Efficient and Scalable Agentic AI with Heterogeneous Systems CAMEL: Communicative agents for "mind" exploration of large language model society, 2023

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:28.059996Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.035295Z digest=sha256:9cebe270568691465502144bae7519bf39942d8174e9864497505279157ac8a9

Observation 793d5400-2898-4d68-b31c-4605f3d90c9a · outbound

This paper cites AI agents under threat: A survey of key security challenges and future pathways, 2024.

Efficient and Scalable Agentic AI with Heterogeneous Systems AI agents under threat: A survey of key security challenges and future pathways, 2024

Reference 7

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raw_fallback, observed 2026-08-06T14:16:27.895894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.102368Z digest=sha256:848f0ccaad6609a4133d2c9cbe8e397ae0086038f8bef015261acdc8b932b8dc

Observation c2dc734e-88bb-41dc-80de-6b0d966b5330 · outbound

This paper cites Multi-agent collaboration via evolving orchestration, 2025.

Efficient and Scalable Agentic AI with Heterogeneous Systems Multi-agent collaboration via evolving orchestration, 2025

Reference 8

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raw_fallback, observed 2026-08-06T14:16:27.763079Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.169716Z digest=sha256:d4a367479b8a7bd036c45ef016961e53bec767c65276da3ffb5442bbb910d643

Observation cc3c2b72-48f2-43c0-aa29-0cf0df9f2596 · outbound

This paper cites A survey of AI agent protocols, 2025.

Efficient and Scalable Agentic AI with Heterogeneous Systems A survey of AI agent protocols, 2025

Reference 9

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raw_fallback, observed 2026-08-06T14:16:27.622851Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.265198Z digest=sha256:ad976ed293570701f97223ee082919211bd7bb9cec99c2175dd72dff77d64476

Observation 6109ecd9-7d05-40f6-9741-439d3d38ff51 · outbound

This paper cites Morley Mao, Beidi Chen, Fan Lai, and Atul Prakash.

Efficient and Scalable Agentic AI with Heterogeneous Systems Morley Mao, Beidi Chen, Fan Lai, and Atul Prakash

Reference 10

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raw_fallback, observed 2026-08-06T14:16:27.492436Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.316488Z digest=sha256:14c88918c8cebce5470d37d4b0db8be3942961e65efb28b07b9d2b584f49179d

Observation f1f370ae-83e6-4138-b659-8160452412ce · outbound

This paper cites Evaluating quantized large language models, 2024.

Efficient and Scalable Agentic AI with Heterogeneous Systems Evaluating quantized large language models, 2024

Reference 11

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raw_fallback, observed 2026-08-06T14:16:27.322702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.383909Z digest=sha256:3663e7b5533b15a6283565c95773138fdf5b522ba69ee0d2de64918c1095304d

Observation 22d07436-4f44-400b-b187-77bbef30a0e6 · outbound

This paper cites Gonzalez, Hao Zhang, and Ion Stoica.

Efficient and Scalable Agentic AI with Heterogeneous Systems Gonzalez, Hao Zhang, and Ion Stoica

Reference 12

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no resolver link, observed 2026-08-06T14:16:14.463395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:14.463395Z digest=sha256:f55ce985834cfb917c7d24298f1586e26d45b145ac3b27e57abbf952acfa7c04

Observation 434e3dfa-8e73-4bda-9894-afc73a21f4fb · outbound

This paper cites Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM.

Efficient and Scalable Agentic AI with Heterogeneous Systems Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:14.564374Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:14.564374Z digest=sha256:439103acb6ebedb4621d1300afd7c6adf9ce43aae5986a9257957f71ac41a3da

Observation 00453cd7-f450-433f-ab6a-7d444ad0e50d · outbound

This paper cites Siegel, Nitya Nadgir, and Arvind Narayanan.

Efficient and Scalable Agentic AI with Heterogeneous Systems Siegel, Nitya Nadgir, and Arvind Narayanan

Reference 14

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raw_fallback, observed 2026-08-06T14:16:27.153625Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.707238Z digest=sha256:506ae0c9976709ffc4522311dffcfe83e385f491cf3ef6ad6b06e45a60fc7d6a

Observation 1503a63b-8b76-4157-91ed-01ae2707ca77 · outbound

This paper cites Russell and P.

Efficient and Scalable Agentic AI with Heterogeneous Systems Russell and P

Reference 15

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verified fuzzy
raw_fallback, observed 2026-08-06T14:16:27.013601Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.779341Z digest=sha256:395ef81ee4a8253f1b36809acb8dca76c64375e816c15451b39a0af66f006879

Observation c48ad096-557f-499d-a43e-aa240a0919e2 · outbound

This paper cites Multi-agent architectures in LangGraph.

Efficient and Scalable Agentic AI with Heterogeneous Systems Multi-agent architectures in LangGraph

Reference 16

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raw_fallback, observed 2026-08-06T14:16:26.862386Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.877696Z digest=sha256:621d3e6e36682eedc1b80cdb7132a4c05620b287f3cddae5715809e3289faf68

Observation 46dc6d09-c300-49da-b300-d586501db040 · outbound

This paper cites LLaMA: Open and efficient foundation language models, 2023.

Efficient and Scalable Agentic AI with Heterogeneous Systems LLaMA: Open and efficient foundation language models, 2023

Reference 17

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raw_fallback, observed 2026-08-06T14:16:26.691172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:14.955649Z digest=sha256:12866d5717b6e9c4f8f46240de6a8a4acc20b4d2a19ccd7ca8d9280ae9352cd5

Observation 9b342d13-308a-4d2f-b215-e02148d44152 · outbound

This paper cites Improving language understanding by generative pre-training.

Efficient and Scalable Agentic AI with Heterogeneous Systems Improving language understanding by generative pre-training

Reference 18

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raw_fallback, observed 2026-08-06T14:16:26.543912Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.035726Z digest=sha256:8bb103c7ce8cc7304d95132f7fdc6d944cc12aa5c8921c74b221f1d2ccae3fba

Observation a0454073-0819-4574-b880-86cac758467f · outbound

This paper cites BERT: Pre-training of deep bidirectional transformers for language understanding, 2019.

Efficient and Scalable Agentic AI with Heterogeneous Systems BERT: Pre-training of deep bidirectional transformers for language understanding, 2019

Reference 19

Resolution
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raw_fallback, observed 2026-08-06T14:16:26.395592Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.111213Z digest=sha256:84ec0d09945bdbd0a0d95c447825718fa03e1801f82de1be82b3d2af4233ad6d

Observation 167f6e44-1083-46ff-96a1-5a7df3fbab7b · outbound

This paper cites NVIDIA Blackwell Datasheet.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA Blackwell Datasheet

Reference 20

Resolution
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raw_fallback, observed 2026-08-06T14:16:26.234245Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.177263Z digest=sha256:03330456ab9f0957d71c7386455850df72e4258c8a6b46f7ebd54f75cef66082

Observation 33dc0bcb-d975-4adc-9cce-e77779dc8fa6 · outbound

This paper cites NVLink & NVSwitch: Fastest HPC Data Center Platform.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVLink & NVSwitch: Fastest HPC Data Center Platform

Reference 21

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raw_fallback, observed 2026-08-06T14:16:26.125914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.247834Z digest=sha256:8b4be41ef6bb10402c9e2a13ffefc81b34d93e78f9a023f4b19dbaaa2a6766aa

Observation 3b0cdc0d-ec61-4875-96fb-4d6de656842c · outbound

This paper cites NVIDIA InfiniBand (Ethernet & InfiniBand Networking Products).

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA InfiniBand (Ethernet & InfiniBand Networking Products)

Reference 22

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raw_fallback, observed 2026-08-06T14:16:25.996127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.326603Z digest=sha256:b63bafbb8d654b934dd0041a09bb7dfd4b7c6cc43a0a26429cb50e3543fc599d

Observation 19b29d08-4cf6-44d6-9be4-66ce111f4a58 · outbound

This paper cites NVIDIA 800V HVDC Architecture Will Power the Next Generation of AI Factories.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA 800V HVDC Architecture Will Power the Next Generation of AI Factories

Reference 23

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raw_fallback, observed 2026-08-06T14:16:25.889736Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.388563Z digest=sha256:d8aa48102fd8e681006005a9ba0ece7ddd662d325fd5b17ba42ad12484dfd51d

Observation df4fc2ec-1961-4bfd-8f04-08f6a6a8d917 · outbound

This paper cites NVIDIA A40 datasheet.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA A40 datasheet

Reference 24

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raw_fallback, observed 2026-08-06T14:16:25.726608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.431040Z digest=sha256:da81354e5ced8e3911901196f8dc4855bb66baf675d24872fe22a5e51350d454

Observation 527a53ed-1127-4a48-b993-09f598374f7c · outbound

This paper cites NVIDIA A100 datasheet.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA A100 datasheet

Reference 25

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raw_fallback, observed 2026-08-06T14:16:25.574968Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.494071Z digest=sha256:e5655a001acdba86a5d6fae0e63cf6b6f15ba9541e9e71f8714b2c1984ea9694

Observation 413167ad-ffdf-462d-a1d1-ecd450e36496 · outbound

This paper cites NVIDIA H100 datasheet.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA H100 datasheet

Reference 26

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raw_fallback, observed 2026-08-06T14:16:25.423852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.546056Z digest=sha256:8e448664188c85d8a29870cc453ce5e8d2965896f05c4529112ae3b18e92491b

Observation d7c88e69-e581-42ea-8abd-84b8b13a4d01 · outbound

This paper cites NVIDIA B200 datasheet.

Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA B200 datasheet

Reference 27

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raw_fallback, observed 2026-08-06T14:16:25.349243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.605690Z digest=sha256:8749f781923200e40953e064cd6195c03dd3c6483daee090259e3242769aed88

Observation 8972cedb-258f-4363-96c5-072cce83a48f · outbound

This paper cites Intel Gaudi 3 AI accelerator white paper.

Efficient and Scalable Agentic AI with Heterogeneous Systems Intel Gaudi 3 AI accelerator white paper

Reference 28

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raw_fallback, observed 2026-08-06T14:16:25.156165Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.665260Z digest=sha256:b16813fbf3b5d4b3581f7f6b9e8eee35ee17f0be763cf360f7665ebb325121ae

Observation d3a5f2a2-65d3-4c26-b229-293420a0466b · outbound

This paper cites https://www.amd.com/content/dam/amd/en/documents/instinc t-tech-docs/data-sheets/amd-instinct-mi300x-data-sheet.pdf.

Efficient and Scalable Agentic AI with Heterogeneous Systems https://www.amd.com/content/dam/amd/en/documents/instinc t-tech-docs/data-sheets/amd-instinct-mi300x-data-sheet.pdf

Reference 29

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raw_fallback, observed 2026-08-06T14:16:24.876594Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.772471Z digest=sha256:f7314d474c028703b1b576c1a45adb4f7579f56992b2bdbc083dc27e52b2537e

Observation 73b1d07e-8481-46ff-b597-290694e9bc4d · outbound

This paper cites https://resources.nvidia.com/en-us-briefcase-for-datashe ets/proviz-print-rtx6000-1.

Efficient and Scalable Agentic AI with Heterogeneous Systems https://resources.nvidia.com/en-us-briefcase-for-datashe ets/proviz-print-rtx6000-1

Reference 30

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raw_fallback, observed 2026-08-06T14:16:24.666640Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.848338Z digest=sha256:ec82993801601d23b6d24907dff2e4feaf927e11ac7b2c25fe9b1363d7f15c00

Observation b1dde963-3c4c-422d-ad8a-b6d9b97c0e1c · outbound

This paper cites MLIR: Scaling compiler infrastructure for domain specific computation.

Efficient and Scalable Agentic AI with Heterogeneous Systems MLIR: Scaling compiler infrastructure for domain specific computation

Reference 31

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raw_fallback, observed 2026-08-06T14:16:24.402777Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:15.956891Z digest=sha256:9a244913ae6be60c0fa427aeab4d91a77fc57724673a9a2ea701bd2a6b5b43e2

Observation 95ee57aa-95e3-476b-924f-94848dcfd21a · outbound

This paper cites LLVM: A Compilation Framework for Lifelong Program Analysis and Transformation.

Efficient and Scalable Agentic AI with Heterogeneous Systems LLVM: A Compilation Framework for Lifelong Program Analysis and Transformation

Reference 32

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raw_fallback, observed 2026-08-06T14:16:24.155667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.026469Z digest=sha256:9c5ff051498048ec6d325a52c230a7d9e24478ad2892b2ff38ee6bcb56f8e00a

Observation 0d0ac64e-63c6-4272-af66-e3a0079338bc · outbound

This paper cites TensorRT.

Efficient and Scalable Agentic AI with Heterogeneous Systems TensorRT

Reference 33

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raw_fallback, observed 2026-08-06T14:16:23.914696Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.094032Z digest=sha256:04f0853333b743a67ebb00af6bb29642bdad343922a01f44db75b9bc82bb0110

Observation b5416e89-e05d-4c50-bb96-cebc642f8d31 · outbound

This paper cites XLA: Optimizing compiler for machine learning.

Efficient and Scalable Agentic AI with Heterogeneous Systems XLA: Optimizing compiler for machine learning

Reference 34

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raw_fallback, observed 2026-08-06T14:16:23.719004Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.168309Z digest=sha256:97263b074ee3f719aee24fcd6931d2fed86a3b48efeaf33f65f4f69787874d49

Observation a5d1c398-0de0-48d9-a290-b78fe6ebde0b · outbound

This paper cites Apache TVM: An open deep learning compiler stack.

Efficient and Scalable Agentic AI with Heterogeneous Systems Apache TVM: An open deep learning compiler stack

Reference 35

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:23.317652Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.346777Z digest=sha256:23fcf008404ed4c855d1c2faaade484b95063f5bc9f249e147cb38f940d55f37

Observation a7466cba-0a58-4d15-873e-35587d8639de · outbound

This paper cites IREE: Intermediate representation execution environment.

Efficient and Scalable Agentic AI with Heterogeneous Systems IREE: Intermediate representation execution environment

Reference 36

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:23.181040Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.453034Z digest=sha256:2ebbe181c2c13213147b34da14813af21ccc5568d57c6dfd2b634d088bcffcb0

Observation be283aa7-57c2-401c-afd7-bf6ef2e709e8 · outbound

This paper cites Glow: Graph lowering neural network compiler.https://github.com/pytorch/glow,.

Efficient and Scalable Agentic AI with Heterogeneous Systems Glow: Graph lowering neural network compiler.https://github.com/pytorch/glow,

Reference 37

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:23.086589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.546353Z digest=sha256:f5f4b57df3f7b41476143304b5ff6c1d9287f62bd99fe9e9af77c2ecbcc1d5c3

Observation 6d2eb1f3-dce6-433b-b5f4-08e47a008f88 · outbound

This paper cites Roofline: an insightful visual performance model for multicore architectures.

Efficient and Scalable Agentic AI with Heterogeneous Systems Roofline: an insightful visual performance model for multicore architectures

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:16.719660Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:16.719660Z digest=sha256:3c70417f2fa770171b99b9fa50f409c66fc9ba6c53589038f56fadba6fdebe07

Observation e54e2de4-bc9a-4d98-9824-90393d709361 · outbound

This paper cites an unresolved cited work.

Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work

Reference 39

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:16:22.950563Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.644530Z digest=sha256:457d8d935fc1a5a2165ae6ab5b4546e790a1b8af219e9d6def37486b0bfecab1

Observation 9a3c5c4d-f044-44c7-9dc9-1024aa64e113 · outbound

This paper cites RoCE Initiative.

Efficient and Scalable Agentic AI with Heterogeneous Systems RoCE Initiative

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:22.817287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.889255Z digest=sha256:3f7fcadf0c94a1b5697cb02c4fca895ba1dcd18efb876f0bee9c4aedbde54a41

Observation 912bfff3-7679-41c0-84cc-d9be8a458787 · outbound

This paper cites The Llama 3 Herd of Models.

Efficient and Scalable Agentic AI with Heterogeneous Systems The Llama 3 Herd of Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:16.794916Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:16.794916Z digest=sha256:ca87a335810b41784616d30b33b7d325e6ecc91ab2360201174917f031eba410

Observation 90c6b029-0dc8-45e1-af78-ff15007eee21 · outbound

This paper cites Beyond the Buzz: A Pragmatic Take on Inference Disaggregation.

Efficient and Scalable Agentic AI with Heterogeneous Systems Beyond the Buzz: A Pragmatic Take on Inference Disaggregation

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:17.189404Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:17.189404Z digest=sha256:fac50892c76f287c361ec85235902568f7a3afd59b668c1edeb8721a87e08f92

Observation f61038a2-301d-41a0-ae5f-8ce4dbfe5ac2 · outbound

This paper cites Zhang, Hanwei Xu, Hao Yang, Haowei Zhang, Honghui Ding, Huajian Xin, Huazuo Gao, Hui Li, Hui Qu, J.

Efficient and Scalable Agentic AI with Heterogeneous Systems Zhang, Hanwei Xu, Hao Yang, Haowei Zhang, Honghui Ding, Huajian Xin, Huazuo Gao, Hui Li, Hui Qu, J

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:17.240902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:17.240902Z digest=sha256:94e3326c45b1117582ed041776ae9a9cb95f566ad13060f65e79199a24c29ef1

Observation 201943a3-cd55-45a8-a4a4-f73d3e1f83f6 · outbound

This paper cites Rdma over ethernet for distributed training at meta scale.

Efficient and Scalable Agentic AI with Heterogeneous Systems Rdma over ethernet for distributed training at meta scale

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:22.406728Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:17.081989Z digest=sha256:b84180dc9cb1a63f26c290e20089f8eaf90fdea7310ad745a955e0d2f375b5c5

Observation aa372fe8-cb2a-4b24-8c94-86130ca1689a · outbound

This paper cites SGLang: Serving LLMs with programmatic prompts and high throughput.

Efficient and Scalable Agentic AI with Heterogeneous Systems SGLang: Serving LLMs with programmatic prompts and high throughput

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:22.021880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:17.545318Z digest=sha256:b51045ea8dc91b6f8760e546c8eae135a652da9a3e940e845132fdf74fa84449

Observation eaf2fb4f-ca0c-41af-8d41-fe5943fa6f5e · outbound

This paper cites Splitwise: Efficient generative llm inference using phase splitting.

Efficient and Scalable Agentic AI with Heterogeneous Systems Splitwise: Efficient generative llm inference using phase splitting

Reference 46

Resolution
unresolved
no resolver link, observed 2026-08-06T14:16:17.767790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T14:16:17.767790Z digest=sha256:42d28651860dedb0634874f0a4de31d1ed3b778ab1a126c2db44c542292cb6b8

Observation f506c45a-6a9b-445e-a668-424a5d2eabf0 · outbound

This paper cites TensorRT-LLM.

Efficient and Scalable Agentic AI with Heterogeneous Systems TensorRT-LLM

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:22.202836Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:17.334431Z digest=sha256:eb173438c9b7355d23877a177d6e17b9fd03f3ab2a94170e09c7dd0bfeda2e28

Observation 845a0bee-f61e-45b4-9f2a-30e91e225b70 · outbound

This paper cites llm-d: A kubernetes-native high-performance distributed LLM inference framework.

Efficient and Scalable Agentic AI with Heterogeneous Systems llm-d: A kubernetes-native high-performance distributed LLM inference framework

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:21.688160Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.007130Z digest=sha256:ed2c63df29408e6406984289c9e921172faf8265b843dbc43326381cb5040a11

Observation dfd7b964-f6f6-4c9a-8460-dfcd10002a87 · outbound

This paper cites IREE: Intermediate representation execution environment.

Efficient and Scalable Agentic AI with Heterogeneous Systems IREE: Intermediate representation execution environment

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:21.466942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.174599Z digest=sha256:13dfbf69eb1c82d95056002df4982880af73a7be3196a0965f9b79511be7ad47

Observation a97937fa-efbc-433f-9d7e-813d7cfd07b3 · outbound

This paper cites Dynamo: A datacenter -scale distributed inference serving framework.

Efficient and Scalable Agentic AI with Heterogeneous Systems Dynamo: A datacenter -scale distributed inference serving framework

Reference 50

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:21.895981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:17.874990Z digest=sha256:f18fa75a597c4af35f5c52e0be275ea82d5b208581b5b957dd9925f77e3093ac

Observation 2fafeb46-f85a-4317-a623-0d10a6eabd47 · outbound

This paper cites Triton: An intermediate language and compiler for tiled neural network computations.

Efficient and Scalable Agentic AI with Heterogeneous Systems Triton: An intermediate language and compiler for tiled neural network computations

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:20.589734Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.532762Z digest=sha256:7f8680f5e4462d0eff03369c52a7d74a01ef0c684ba98bae9ff6d5912f22d2f9

Observation 8a4d430f-8906-4f6a-ba21-1806e156c9bd · outbound

This paper cites CrewAI: Orchestrate role-playing AI agents with memory and tools.

Efficient and Scalable Agentic AI with Heterogeneous Systems CrewAI: Orchestrate role-playing AI agents with memory and tools

Reference 52

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:20.414616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.666062Z digest=sha256:fadb461515faf55bdd8e9da159b8da473388d9f9fb1a7a578bf92d13b5588674

Observation 15352db7-f4d2-4adf-94e8-28301ab55190 · outbound

This paper cites AutoGen: Enabling next-gen LLM applications via multi-agent conversations.

Efficient and Scalable Agentic AI with Heterogeneous Systems AutoGen: Enabling next-gen LLM applications via multi-agent conversations

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:20.132914Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.768400Z digest=sha256:c1d6845b0cd058e9c7fc412294b759fea1e89fd3933241bf82cec55e9b7f0e5d

Observation d599773e-1e08-4b94-8437-936ff3272d30 · outbound

This paper cites MHLO: MLIR HLO dialect for tensorflow and JAX.

Efficient and Scalable Agentic AI with Heterogeneous Systems MHLO: MLIR HLO dialect for tensorflow and JAX

Reference 54

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:20.870365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.448738Z digest=sha256:49e49e66e3dfddb368a9b740ce498b8c2887cd5c372a01fe3b7659a6b4a7aaf7

Observation 86f396c9-d0f5-4ae0-a371-fab84e38fc6e · outbound

This paper cites Distributed scheduling and optimization in datacenters.

Efficient and Scalable Agentic AI with Heterogeneous Systems Distributed scheduling and optimization in datacenters

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:19.565834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:19.006699Z digest=sha256:559baedea3ddbe81fc9586401c953f4291dbac1a8b49239bf62a5a8bf4885e98

Observation 9da52701-40d8-447c-be2f-5a1b2adaf729 · outbound

This paper cites Minions: Cost-efficient collaboration between on-device and cloud language models, 2025.

Efficient and Scalable Agentic AI with Heterogeneous Systems Minions: Cost-efficient collaboration between on-device and cloud language models, 2025

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:19.377172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:19.103974Z digest=sha256:d56872a0702232bcf0abe3c12a6212cea1ffa8356ff7d0957deb31e9202dd627

Observation 6eb66dad-9fd0-43dc-9245-3e623ba2b9e7 · outbound

This paper cites The tail at scale.

Efficient and Scalable Agentic AI with Heterogeneous Systems The tail at scale

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T14:16:19.771939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.886461Z digest=sha256:130b1a7a7d262e2a1b90a3457e89e9abb65fac5d5e2bd9154a254b1c7bccd12f

Observation 5ba1caaf-7d33-4ebf-a97b-19e2df219a26 · outbound

This paper cites an unresolved cited work.

Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work

Reference 2022

Resolution
parse uncertain
raw_fallback, observed 2026-08-06T14:16:21.290195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:18.308788Z digest=sha256:59b76d76698c22b1996781e0cc1ebd0a6301e03122c18fc3053a7cf8f2e3eb37

Observation 2cdb0ae6-0f93-4d6c-a207-37f8e8c0f7af · outbound

This paper cites an unresolved cited work.

Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work

Reference 2023

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:16:23.462792Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.271518Z digest=sha256:07d08b8df4d7d7bf3bacfe53bd5cf350575bb89624acdddb04575c53f9625157

Observation eb8c65bc-fee4-409b-bd06-1aa9579680a9 · outbound

This paper cites an unresolved cited work.

Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work

Reference 2025

Resolution
unresolved
raw_fallback, observed 2026-08-06T14:16:22.624748Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-08-06T14:16:16.959775Z digest=sha256:97ca75acd95aa806e49e5daa99a99e5804475dc9ce7cc58738908f74f219b0f1

Pith citing papers

Observation de9f5e88-0396-4cdf-9bc0-54981f4437d3 · inbound

Towards Understanding, Analyzing, and Optimizing Agentic AI Execution: A CPU-Centric Perspective cites this paper.

Towards Understanding, Analyzing, and Optimizing Agentic AI Execution: A CPU-Centric Perspective Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-18T00:55:33.437323Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-18T00:55:14.213746Z digest=sha256:3ac1ed0d6d172048f8b1ba73544766f1c19565800a5a7a459423548a8fd90a32

Observation 1fb063ac-fd65-4835-a3fd-f55fe4d19e3d · inbound

AgentCgroup: Understanding and Controlling OS Resources of AI Agents cites this paper.

AgentCgroup: Understanding and Controlling OS Resources of AI Agents Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-03T03:01:33.057696Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:01:33.057696Z digest=sha256:164464f4df533c580dc169c2e1c3e4682ddf5df8876cf4cab485f589c827ab2f

Observation 54d5e47e-1669-4eff-a621-c99d4afd3551 · inbound

KAIROS: Stateful, Context-Aware Power-Efficient Agentic Inference Serving cites this paper.

KAIROS: Stateful, Context-Aware Power-Efficient Agentic Inference Serving Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-10T07:01:48.812243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-10T06:58:36.525442Z digest=sha256:01b3857484800c5a3e6b7dd7a0c3139b4fd8306387e25e0cfbb028cf4fdfd67d

Observation 18f36b17-374a-4892-a635-27528016537d · inbound

GoodServe: Towards High-Goodput Serving of Agentic LLM Inferences over Heterogeneous Resources cites this paper.

GoodServe: Towards High-Goodput Serving of Agentic LLM Inferences over Heterogeneous Resources Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 1

Resolution
verified exact
arxiv_id, observed 2026-05-19T19:32:43.691287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-05-19T19:31:43.015127Z digest=sha256:51b89b29ffc1a4ecb330cde629104dcdb23e42f714ecd80b4250dec306ff0a37

Observation 03dd8185-ae85-420a-94d3-21f72f2251be · inbound

Agentic AI Workload Characteristics cites this paper.

Agentic AI Workload Characteristics Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-06-29T20:13:58.827866Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-29T20:11:50.722787Z digest=sha256:3b4a044cc8916715f0ca5e0b7f24667f12d60a9c688db8e5e953b88609376498

Observation 86714c71-3015-4863-81cf-8883e01e0499 · inbound

KForge: LLM-Driven Cross-Platform Kernel Generation for AI Accelerators cites this paper.

KForge: LLM-Driven Cross-Platform Kernel Generation for AI Accelerators Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 3

Resolution
verified exact
arxiv_id, observed 2026-07-01T22:46:19.704627Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-28T15:02:47.349477Z digest=sha256:d3d1c8238db3fa669c8f5e645a9dfed04d2e8c8ecdf203deeae1f0f893b901c4

Observation 84e45853-bdd8-43fa-b7d1-cd96eefd4f3f · inbound

The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale cites this paper.

The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-07-03T16:28:39.574783Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=pdf_text observed=2026-06-27T05:31:33.715189Z digest=sha256:8219cf40f416e67dfcfcc846241f43152b7c96ea837d824a21d46384276902ba

Observation 1ba8f67a-42bb-4894-a91b-515890b4d362 · inbound

Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications cites this paper.

Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T21:38:58.947218Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-22T06:32:14.747728+00:00.

source=arxiv_source observed=2026-06-27T00:17:52.014218Z digest=sha256:913e10edb39b68a0840c515b5c73ec69b342a5fd7bbdfcdf5677fa11f0e945d6

Observation d0df7cde-2e1f-42f8-a694-e455935c18e9 · inbound

Agentic Orchestration of HPC Applications in Cloud cites this paper.

Agentic Orchestration of HPC Applications in Cloud Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 4

Resolution
unresolved
no resolver link, observed 2026-07-12T06:04:31.383714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T06:04:31.383714Z digest=sha256:3f9beef93cb5336824f4f77e5e169e2bd3d46a80400f65174a22f57a30029e93

Observation dd0f6d93-20a2-47bb-bf55-73ca6391e988 · inbound

Architectural Implications of Agentic AI Workflows cites this paper.

Architectural Implications of Agentic AI Workflows Efficient and Scalable Agentic AI with Heterogeneous Systems

Reference 8

Resolution
unresolved
no resolver link, observed 2026-08-06T23:49:13.400815Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:49:13.400815Z digest=sha256:559c8dde9b70c2182bc12c7e9a431d6c74893e7e06acd176803579bd2c5e14a5