Pith. sign in

Paper Citation Record · LEDGER

Efficient and Scalable Agentic AI with Heterogeneous Systems

As of 9 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 2026-08-09T06:31:02.800959+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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:13.704139Z digest=sha256:8a4a7b3656f054de2094b8a9b1aca204a744a0567e1ef11452043a943992211f

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:13.792440Z digest=sha256:e42d9278a8542e1c5f8f303a207d04e1a84bee0dd127b50b63ee0b4f21c03337

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

Resolution
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:13.864525Z digest=sha256:4b0b499878fdc264fcb752a5c5b7ba3c055021dec3fc5a220e00b3bc810e54b7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:13.927828Z digest=sha256:b7669f593ca119da7344280cd54c5d0460609a2f1a7f15819877cd749a6f7355

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:13.978865Z digest=sha256:8b0f11858b5ffb2b996152ed4ef255a1548dad58f92fcfa4c3eb1bc9e9177d9d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.035295Z digest=sha256:1148184dd4239d829a1cd2bd289f2aec78dd976752730d4225cc34d6141a04c0

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.102368Z digest=sha256:961f2d48731ee98efdc99abdff9a456abef807c24c49ebe448d0aea5ddd9fbfb

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.169716Z digest=sha256:5267ff6bf3c84140c66744afb969a51b588e25faaea04ebda531f8f894dca442

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.265198Z digest=sha256:234c1ce92be4971d57aeb5f43e7a60c35fa24d17bce36c984f3e897c0292299f

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.316488Z digest=sha256:2f3f559cf7932f8c82986cf9f008df46575214053eed6dddba99ae687f6b0e18

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.383909Z digest=sha256:7d81fcce204b4b3bfc7f5f87c0903870d8f30f422982e3303fef4055003211db

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

Resolution
unresolved
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:a5a6723b44993412b2756f4b12647fa34624f2f326db20dbf5beee926289304f

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:d3741709a18597632ba9c2e718cfd61204f2133eeb3ae4024a7589d1296648b8

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.707238Z digest=sha256:9a9d2f856f947cd3ff7da8a7f232b011a15b0ad48cfc38e4b1a45ba1e1a8adb3

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

Resolution
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.779341Z digest=sha256:17d4bf8f92f99878cea5344674566031e6ef5225e72fca7a8153a8c7af0bf006

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.877696Z digest=sha256:bd86c867ccfae4008445061d6746569adb926d1af625b2c49c93d02213250b5c

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:14.955649Z digest=sha256:00aa2bda0b85039ed90ae8b3cc42b816b30bb88e5dff12acb4c4396fc81ae009

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.035726Z digest=sha256:7a8e0acb2d413717454f4414f09a8644020d6f42c7bddd5cac9146b423d32fa4

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.111213Z digest=sha256:b505aea28374e032e3dca313b9eb07cfa3a0926d2dc16b5e0b9fa45be6d37364

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.177263Z digest=sha256:ede0304354f3a8d9de336680b334cced99fbea4f18c8ae0223dfb2df43b35fd3

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.247834Z digest=sha256:5c680e152a292a4a9fbf24af5cfec7acc14e9f67df42bbc3d1994c1044acde3c

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.326603Z digest=sha256:56ee3a1c3059ed558c60ec152917041fc7d852d1315a765180df830777248afd

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.388563Z digest=sha256:0a41d8b42ede2ea968ddca6cdceb9bcefa64f140fa5e6289e3277918e313e20a

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.431040Z digest=sha256:93410111ee7dc17d175496f080bc1e14944abade20a4529b11b4eecc115b39a7

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
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.494071Z digest=sha256:c9d15c99eeae2f2130d2cfd49df9883a5536352b799d09546f0dc4147fff6b3e

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.546056Z digest=sha256:49c292ae4a1dcd9dd95457632c2a25f56172b78f79deaaf717e81ed740fcdb6c

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.605690Z digest=sha256:99a6d556d6a994a0e9e4186c821ef4c371bab3e6640cbfb2b822a013111d2701

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.665260Z digest=sha256:05b6d8b63b4e27efc3c57c83194aaf8f786792a7d07a0665cf228a4db0f14b13

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.772471Z digest=sha256:16e3dcacd83d7be20b435ba06f1050e74aafc4813735e90d82051139706958a6

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.848338Z digest=sha256:60a643423e2b1a2e5a7ae64183a369286bff6e2da5560caa935552fd6fac1c6b

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:15.956891Z digest=sha256:7b637b41cc033fe179abf0ddc3a1946f867da5008fb19249ab75456888c741f8

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.026469Z digest=sha256:5643087a9173046d21c1698df0e9b8f808a0af653ab0386df5919aa8346ab5a4

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

This paper cites TensorRT.

Efficient and Scalable Agentic AI with Heterogeneous Systems TensorRT

Reference 33

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.094032Z digest=sha256:5a5c3b05172b6bdee153c33747a683405378a9c1da4cb0e0249029253b85835a

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

Resolution
verified fuzzy
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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.168309Z digest=sha256:acdcd11090be1411f5f5c8462ffbe19a9c25a471c666e97ab128032e4810d3f2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.346777Z digest=sha256:2f0f875d45e3f158f0666e244116c4718acaf9a04cca776202f255e20a214c2c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.453034Z digest=sha256:1ea00b706d2fb7950b24a72532705e2b9bfb6ff377e36fcfe0c87b0dcd1a63e7

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.546353Z digest=sha256:5e1c1e9ceba9135918565431bb7e383044e551ec41ecb3a8144841ca896eaa8a

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:b14f728731026de93d922948d800d70f747150cafcb8989bf7782925ccf1f790

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.644530Z digest=sha256:dc33effa79466967e73513755719eee8b8bb8d75f4dc09d2af58ac7687cc9038

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.889255Z digest=sha256:3ab65964d30cf22425f8e77f9d7478f95ef6240f52d58f08444df8c14681fbc8

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=sha256:74a2f5fddeaefd75454848e5f3bef1838dcbcf06874ed5024375c57e143bbe0c

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=sha256:347d092da5e956a9db32c198cf3de7bbd4d0ea2a2d80bc49fe3a6178b54b6781

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:c6082ef5b2ebcf91aa74fa1a5713998160dfa0d29f855d92c083a1461a4e9d1a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:17.081989Z digest=sha256:498ea36f8f246defd2785d1b0000638bb94cbf6d38d0a49d07c3ae6762297370

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:17.545318Z digest=sha256:2521bcef1d6884b8a41412fc761f62aeeb709ac7bfb74faa226a67d29066558e

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=sha256:10eb4a5d65edfd0ec178040ff8d200ac43760579bca53b9e6d3e9f0953bda2c2

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:17.334431Z digest=sha256:6cc72e819e6dfcf9c557e525438ef14fed5c0fa9b146012e9722d8ee22aabbb4

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.007130Z digest=sha256:0d93b237a590b4d4f9ba9641b09cd4a7336d0238267a1091cccf475d17bc3a4b

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.174599Z digest=sha256:8911e2d37b323b662403612cb8e0fd696ad604b32e47ab1d42096a02c1ddf071

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:17.874990Z digest=sha256:e7942c42e99cf355ac99c8f3bd36444ec03ae79d623998fc6a089f7e96bdc45a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.532762Z digest=sha256:2bd97ccab232ffe0ac98433a12982ca936dfc46a261a8f192d7c6a7eca6bbe17

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.666062Z digest=sha256:b64f9e1daad7ddb29496fbb395fc7af914e3853cc6a0d5269d1d4614967eda10

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.768400Z digest=sha256:1db7c01d173c787fb79bfbcc452d1cf62753c5ea3f212bddf7180983990d5967

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.448738Z digest=sha256:bde5bf1f9d8a79b69ec965964113e8e8abc4e13cd28114148f73745f17e30f5e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:19.006699Z digest=sha256:f23de172d9b012f2d6b32c67dd5ce85610a6d873e7d5bafa4e3c65955d583fe1

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:19.103974Z digest=sha256:e468f29fb274f79664a1b91bb919d3a51fddd14763d3ac36e0c82faf6f3e2b6e

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.886461Z digest=sha256:497ff55dd1bad6e729a9f4234a6c2c8711aff844551020cad1f310fd7b9cf59a

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:18.308788Z digest=sha256:b9a5ef26322122da636a83b503fc5fdce94cf26e83a14e21dd6faaffa4d8a987

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.271518Z digest=sha256:3a94b68b5f0f45c8b13b31913c4754724deac34bd2c33504d8671b2a7f069104

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-08-06T14:16:16.959775Z digest=sha256:1972734b85bb86346c11c1fe4618ae4fbd21bc89c861dbe23efcf5295e9e34e8

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-18T00:55:14.213746Z digest=sha256:942f2c0d5fbce1ad59619e5034a0b30b7efda0c1bc19593fe1be80bd61c975f4

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:ee0cab6a4fc969b1d4dce14d486c6be07dc4178aa66913beb0e0ecb5af00cf0d

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-10T06:58:36.525442Z digest=sha256:1d1148732dda2f8bdb909831571b2d63ffa76457aa425b4ffe908e047500765c

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-05-19T19:31:43.015127Z digest=sha256:d35906af8890f138372c721996a3e00481597282356fc71b1fec32858ea3dca0

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-29T20:11:50.722787Z digest=sha256:333f50b4999042b82cb04796ee0317345e160a9506b429a82ca4ece070040cfb

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-28T15:02:47.349477Z digest=sha256:586d7457cd77a6d5eea98fc4aa6b29c68b746543635e8f1382448a0cf0220751

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 2026-08-09T06:31:02.800959+00:00.

source=pdf_text observed=2026-06-27T05:31:33.715189Z digest=sha256:fd30d19fb079588e8b156e20cb2e751e21741c75ea0e34ec9449b70a2d4c0d84

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 2026-08-09T06:31:02.800959+00:00.

source=arxiv_source observed=2026-06-27T00:17:52.014218Z digest=sha256:f300aaeca0bfd1d7832d3da0f0d8b955e5a73a67fe9b51e293103cbbad06bb0c

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=sha256:21ee41f5d80d47871df2dfccc4a2ecef1100e1fb0a7aab718663c3a443825885

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=sha256:32d17b8f16e6a6f6055630b89f7652d114e8c685539dc4e8cde1ed456611db92