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Paper Citation Record · LEDGER

Efficient and Scalable Agentic AI with Heterogeneous Systems

As of 7 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 2026-08-07T06:34:17.273281+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

Resolution
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:13.704139Z digest=sha256:8564914eb94868551812fa4ea01e3def6c127fa142e4349a2ac504bdd2a73ab7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:13.792440Z digest=sha256:fab1a04a2ba51033f54b38403692ffdd5794baffc5a574d1d3722682451d3ae6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:13.864525Z digest=sha256:d4da1b44472c624de8de54da648ddde86d27000b4775786c5b7786bba0ad189e

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:13.927828Z digest=sha256:c89e08c23a4dc57afc090af9c9ce29289a7de9b99428781060acf31db885dfed

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:13.978865Z digest=sha256:5aff76b257d8bb0ca6f3e302e1c0193d873badfa12d0a0470cb5aec53d88ce21

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.035295Z digest=sha256:e40b3aca227a7355ddb829faf70a207772877c977855cc1b93ab71bab087ad76

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.102368Z digest=sha256:3c3db3a87bb4ae4eab851aa44e71ca28deefc5e22bd89e8bc0b476436854a3e8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.169716Z digest=sha256:db23eb20234287490d9fa923b2257232e4c0dc4cfe68bedb8123f7b8d1fced62

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.265198Z digest=sha256:c12059d18a486f78e4e00e4a0b3ad5708c36f4c57431b0534e0d365ee990871c

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.316488Z digest=sha256:18bc47a2b20b60854b498479ad3966f06a6f32a4ba9593988ba771010d103d5a

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.383909Z digest=sha256:b654ff9af2f563f838b11032d184ca72611699a731f89b6223379e07e5079412

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=sha256:4b361d3ecaebd1181c51ecb2d545acddc139c7dcd106f09cfe6c90bf808bae2e

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=sha256:401b681ecd3e0ba443715d0a653a07eea1d29b78929fd5657a953f234468ec44

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

Resolution
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.707238Z digest=sha256:39cfcaefc6e52e152c4fccb820af57be452b6fbea4ddb946572e79fc0603492e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.779341Z digest=sha256:38c92a55f5944c33b57a0b73f32ab3ca2343c2e317a9fa3dc912dc9bf32f761d

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

Resolution
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.877696Z digest=sha256:1c4a29d44c05ce221b6e866888caa2399e36f8ae06321e61ca6f1e5035716473

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

Resolution
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:14.955649Z digest=sha256:ae750ff1a21a6d0ca4be9588e14d89b360c61595aa0984150caf93211ff87cb5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.035726Z digest=sha256:d037c3096cd1fd2fb99ed902f14573e2d8884049fd733e304d595f2b82301ba4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.111213Z digest=sha256:ff8ee633396a69236f985a1afb0266aaf0f47ce5c108e837ee4706577293ad05

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
verified fuzzy
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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.177263Z digest=sha256:4dc1453acfe59eb82d4236f94f6529b87d05f5ba7a567becee6f0a62953c5a35

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.247834Z digest=sha256:9d02096d2684e47fc5d9630cf549bd48141a5eaae897c5ad7c2452344fd32bcc

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.326603Z digest=sha256:a8cb9054cc5f7382deea6b927d77a7ab85f6e01ecba38c0770ebb8d002b9af9f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.388563Z digest=sha256:b308ed900c1caeb3554ce4795ac1edc7c259124394c043e94c58f5cef1605b78

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.431040Z digest=sha256:da9abff6f57025f0baad32c01ac5ccd4c276a3c848c84fa55a4f9a500bff7151

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

Resolution
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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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.494071Z digest=sha256:8cc589552a33e360aa9e777e86f1e0a9a36931ec3856ab32cb29451c0dab3d70

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.546056Z digest=sha256:b1a3810da39ea7c6de960648cf72e6fbb943a7ffccd6609d62dc3a73f02783b9

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.605690Z digest=sha256:cd7064d8047b53b75b7820bb001391d248b9338c70a10945c23fddc28fb0cbd1

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.665260Z digest=sha256:3a0b568b175293b5a61c3cf1e5f017fd6d345136470c90a130d7314386665ba2

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.772471Z digest=sha256:c0b106e0bd5d5fbe29fc5c7d3afbe1ae13411954f89e9e518f35458375d72792

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.848338Z digest=sha256:f5074589469db043c477987f08f0c0093b50c03518e84e616b8140ac24508b9f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:15.956891Z digest=sha256:36a62d586211d7a79043dfdf60493712c647b48f330c10de0dd147f59e9efa31

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.026469Z digest=sha256:21190c26a634df2d54c4a17303818cd27fc5264c8ea91a392003cb60c7ebcaea

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.094032Z digest=sha256:ff43469df4b8a5993917cd87dc91c5992230c3b2ada8fa40a91c97140fef9ea8

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.168309Z digest=sha256:cba249e086c4fe50b0377e1b1e472d1175745bf9edc2c199c4814ae6ea17292f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.346777Z digest=sha256:5a9f80598544562edbe8fe4abe40c080421ff1804182db20535c74fb0399e57e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.453034Z digest=sha256:fb1978b62469cae5cd18b008bb26d293e56deff11850a134d2b1ba50d90770e4

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.546353Z digest=sha256:b2de27858bbfaa252c1adb9a499680892d565670b97ef08de9e973c97b78e739

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=sha256:3cf999710f0e6ab8ffeff61cbd04d6b58b56046b5fd3d3955a5eece40d2d049d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.644530Z digest=sha256:f11a001e76bfae664fc0e0dd2056b649f7aaec924978712155de1d347bdb9887

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.889255Z digest=sha256:998786572eec10c9819df52100de2f2ae41a8c91bd0ac936516abf35257d1d76

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:a6041b0fe6ff344f80dbc2166d616e612969744499532cc3e41a9840ddb6be93

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:e1e269ddb82270936e6b590dd9b30826276f979bfba48b8d55d82889e08df3d0

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=sha256:5daac92d23c33936200ddf0355650dcf9dc595329f3c688172e5db7dd35eed87

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:17.081989Z digest=sha256:f4adb59b04672ab09020f4311131a9d03fecf64790ed227c4167b533a1d9d3ff

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:17.545318Z digest=sha256:dbf018b0fdc31b186991982c1aef1fd785c9797fc751ae2c15625fab4ee81b36

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=sha256:2eaeb079fa5977e1213b8291acb091cfd98d263c7e071a6a8b3bcfc1102145e7

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:17.334431Z digest=sha256:a6f731a4a62d577c0fb8902b4f06f54a183a5cdfb2917b365b8a3c1f4416262d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.007130Z digest=sha256:6a87b1d1d1f5a0444766d08de23e61bc0a6412482813a04090d3c0d705f2a460

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.174599Z digest=sha256:a07059140a251d021ec4758c4da5620e5d279dd668df58c0e0f7da32a3e81834

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:17.874990Z digest=sha256:04470f46ff375f0cc4c613d3157cae41d9a721949d9338106a88649fe3c0346d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.532762Z digest=sha256:79d0718620923576b158933a276005055fc453593407ed6aa74e2538bccc3c63

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.666062Z digest=sha256:61eb6d0f423341a2b583a55e82e67dbf254baee1b0d604628595902c1226f318

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.768400Z digest=sha256:a66db16fbbc14c4f9aa250c7d3c90996196b8790aa8863f85e62f94759d37e0d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.448738Z digest=sha256:04adb00d9413f021b40f7466a38882b293cf33260a798c753ceab35d1fc76fa6

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:19.006699Z digest=sha256:a10624d5e1bb56f252717a0cd0dc09154d488914cd74c83b920c1640deb43ece

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:19.103974Z digest=sha256:409cfe18c801d89596af38ed1c9dfb66eca0cf7e1158d9db227af684c6f40138

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.886461Z digest=sha256:3ea36a364c9ce04392c762067a803a6201fa0331c2a2cf175b9201f681f64c9d

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:18.308788Z digest=sha256:47003fbd5f92cd73a007b9644fc249f93696e242121ffd8a7e3a23b04b674aeb

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.271518Z digest=sha256:ca9b0de582425436b33813d6eba693ff226315175256711ccf4527ff238df02e

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-08-06T14:16:16.959775Z digest=sha256:ddd3a25f1c5b5b832e04d640efdc431a7a1a081f9c99e919f076fefc0c9de1da

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-18T00:55:14.213746Z digest=sha256:126c969a84cae0fa10b3dd2b9a6d3b55b4acaf385ec9969ed4f59b68796f41f2

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=sha256:1f21c33a33e16031425f8c0f582d7ed5333ae023b5d7e14ac2aad1048e605e97

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-10T06:58:36.525442Z digest=sha256:b052643dca7b62d7ef40fb56eff6af178032c9ecaacab59991c1e9a4bf4b161f

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-05-19T19:31:43.015127Z digest=sha256:c82eadd897dd5424cd800ac96f3c0300ddea5e927ca0ae49d70991ecf35ce5f3

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-29T20:11:50.722787Z digest=sha256:07d73127e79c4c231c396e813a9294770962285da92c4e5ce1194ed71fb9b90b

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-28T15:02:47.349477Z digest=sha256:c59b7f09560f068b3ecb7247e5e1653bdff056f62669ab16d8ab4584811c97c5

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 2026-08-07T06:34:17.273281+00:00.

source=pdf_text observed=2026-06-27T05:31:33.715189Z digest=sha256:80d40a2b0ecd23f12d0eba48c7dec3f736cdc5865d83a6bcd2b5b5eff1a5a581

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 2026-08-07T06:34:17.273281+00:00.

source=arxiv_source observed=2026-06-27T00:17:52.014218Z digest=sha256:fe7e25dc09601136ea39dfb5d2bbe2260637d7663abb08074a48bbfcbf81cc7d

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:acd298a09d581cc523c68401b04abb10747336d6af9ee683f9a885e819e67354

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:c80be7d14cccf6903a0c1c8053a5c97d015ac02deb8d16aa3607ddcb33e73ac0