Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:16:19.103974Z
Paper Citation Record · LEDGER
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.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T14:16:19.103974Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:49:13.400815Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
60 of 60 outbound references displayed
External citation measurements
1
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 8356ae7e-3238-4bbc-b187-230f62598d70 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Survey surfaces rapid adoption of agentic AI
Reference 1
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.
Observation e17bef9b-cfac-4866-860e-d65adda5d86d · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems 96% of enterprises are expanding use of AI agents
Reference 2
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.
Observation b69ea502-9a65-4624-8e27-33423d7ec30b · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems PwC’s AI agent survey
Reference 3
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.
Observation c2bcfb35-2468-4240-a4ad-9fc5983a44ea · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems ReAct: Synergizing reasoning and acting in language models, 2023
Reference 4
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.
Observation 0b0fd828-ff38-4ee4-add0-b3b387f18246 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Auto-GPT for online decision making: Benchmarks and additional opinions, 2023
Reference 5
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.
Observation a3653e51-63f6-4e48-8810-c602dde0fe02 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems CAMEL: Communicative agents for "mind" exploration of large language model society, 2023
Reference 6
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.
Observation 793d5400-2898-4d68-b31c-4605f3d90c9a · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems AI agents under threat: A survey of key security challenges and future pathways, 2024
Reference 7
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.
Observation c2dc734e-88bb-41dc-80de-6b0d966b5330 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Multi-agent collaboration via evolving orchestration, 2025
Reference 8
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.
Observation cc3c2b72-48f2-43c0-aa29-0cf0df9f2596 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems A survey of AI agent protocols, 2025
Reference 9
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.
Observation 6109ecd9-7d05-40f6-9741-439d3d38ff51 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Morley Mao, Beidi Chen, Fan Lai, and Atul Prakash
Reference 10
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.
Observation f1f370ae-83e6-4138-b659-8160452412ce · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Evaluating quantized large language models, 2024
Reference 11
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.
Observation 22d07436-4f44-400b-b187-77bbef30a0e6 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Gonzalez, Hao Zhang, and Ion Stoica
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 434e3dfa-8e73-4bda-9894-afc73a21f4fb · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Efficient Large-Scale Language Model Training on GPU Clusters Using Megatron-LM
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 00453cd7-f450-433f-ab6a-7d444ad0e50d · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Siegel, Nitya Nadgir, and Arvind Narayanan
Reference 14
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.
Observation 1503a63b-8b76-4157-91ed-01ae2707ca77 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Russell and P
Reference 15
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.
Observation c48ad096-557f-499d-a43e-aa240a0919e2 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Multi-agent architectures in LangGraph
Reference 16
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.
Observation 46dc6d09-c300-49da-b300-d586501db040 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems LLaMA: Open and efficient foundation language models, 2023
Reference 17
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.
Observation 9b342d13-308a-4d2f-b215-e02148d44152 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Improving language understanding by generative pre-training
Reference 18
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.
Observation a0454073-0819-4574-b880-86cac758467f · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems BERT: Pre-training of deep bidirectional transformers for language understanding, 2019
Reference 19
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.
Observation 167f6e44-1083-46ff-96a1-5a7df3fbab7b · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA Blackwell Datasheet
Reference 20
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.
Observation 33dc0bcb-d975-4adc-9cce-e77779dc8fa6 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVLink & NVSwitch: Fastest HPC Data Center Platform
Reference 21
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.
Observation 3b0cdc0d-ec61-4875-96fb-4d6de656842c · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA InfiniBand (Ethernet & InfiniBand Networking Products)
Reference 22
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.
Observation 19b29d08-4cf6-44d6-9be4-66ce111f4a58 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA 800V HVDC Architecture Will Power the Next Generation of AI Factories
Reference 23
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.
Observation df4fc2ec-1961-4bfd-8f04-08f6a6a8d917 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA A40 datasheet
Reference 24
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.
Observation 527a53ed-1127-4a48-b993-09f598374f7c · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA A100 datasheet
Reference 25
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.
Observation 413167ad-ffdf-462d-a1d1-ecd450e36496 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA H100 datasheet
Reference 26
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.
Observation d7c88e69-e581-42ea-8abd-84b8b13a4d01 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems NVIDIA B200 datasheet
Reference 27
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.
Observation 8972cedb-258f-4363-96c5-072cce83a48f · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Intel Gaudi 3 AI accelerator white paper
Reference 28
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.
Observation d3a5f2a2-65d3-4c26-b229-293420a0466b · outbound
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
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.
Observation 73b1d07e-8481-46ff-b597-290694e9bc4d · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems https://resources.nvidia.com/en-us-briefcase-for-datashe ets/proviz-print-rtx6000-1
Reference 30
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.
Observation b1dde963-3c4c-422d-ad8a-b6d9b97c0e1c · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems MLIR: Scaling compiler infrastructure for domain specific computation
Reference 31
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.
Observation 95ee57aa-95e3-476b-924f-94848dcfd21a · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems LLVM: A Compilation Framework for Lifelong Program Analysis and Transformation
Reference 32
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.
Observation 0d0ac64e-63c6-4272-af66-e3a0079338bc · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems TensorRT
Reference 33
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.
Observation b5416e89-e05d-4c50-bb96-cebc642f8d31 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems XLA: Optimizing compiler for machine learning
Reference 34
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.
Observation a5d1c398-0de0-48d9-a290-b78fe6ebde0b · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Apache TVM: An open deep learning compiler stack
Reference 35
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.
Observation a7466cba-0a58-4d15-873e-35587d8639de · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems IREE: Intermediate representation execution environment
Reference 36
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.
Observation be283aa7-57c2-401c-afd7-bf6ef2e709e8 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Glow: Graph lowering neural network compiler.https://github.com/pytorch/glow,
Reference 37
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.
Observation 6d2eb1f3-dce6-433b-b5f4-08e47a008f88 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Roofline: an insightful visual performance model for multicore architectures
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e54e2de4-bc9a-4d98-9824-90393d709361 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work
Reference 39
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.
Observation 9a3c5c4d-f044-44c7-9dc9-1024aa64e113 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems RoCE Initiative
Reference 40
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.
Observation 912bfff3-7679-41c0-84cc-d9be8a458787 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems The Llama 3 Herd of Models
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 90c6b029-0dc8-45e1-af78-ff15007eee21 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Beyond the Buzz: A Pragmatic Take on Inference Disaggregation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f61038a2-301d-41a0-ae5f-8ce4dbfe5ac2 · outbound
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
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 201943a3-cd55-45a8-a4a4-f73d3e1f83f6 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Rdma over ethernet for distributed training at meta scale
Reference 44
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.
Observation aa372fe8-cb2a-4b24-8c94-86130ca1689a · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems SGLang: Serving LLMs with programmatic prompts and high throughput
Reference 45
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.
Observation eaf2fb4f-ca0c-41af-8d41-fe5943fa6f5e · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Splitwise: Efficient generative llm inference using phase splitting
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f506c45a-6a9b-445e-a668-424a5d2eabf0 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems TensorRT-LLM
Reference 47
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.
Observation 845a0bee-f61e-45b4-9f2a-30e91e225b70 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems llm-d: A kubernetes-native high-performance distributed LLM inference framework
Reference 48
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.
Observation dfd7b964-f6f6-4c9a-8460-dfcd10002a87 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems IREE: Intermediate representation execution environment
Reference 49
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.
Observation a97937fa-efbc-433f-9d7e-813d7cfd07b3 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Dynamo: A datacenter -scale distributed inference serving framework
Reference 50
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.
Observation 2fafeb46-f85a-4317-a623-0d10a6eabd47 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Triton: An intermediate language and compiler for tiled neural network computations
Reference 51
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.
Observation 8a4d430f-8906-4f6a-ba21-1806e156c9bd · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems CrewAI: Orchestrate role-playing AI agents with memory and tools
Reference 52
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.
Observation 15352db7-f4d2-4adf-94e8-28301ab55190 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems AutoGen: Enabling next-gen LLM applications via multi-agent conversations
Reference 53
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.
Observation d599773e-1e08-4b94-8437-936ff3272d30 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems MHLO: MLIR HLO dialect for tensorflow and JAX
Reference 54
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.
Observation 86f396c9-d0f5-4ae0-a371-fab84e38fc6e · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Distributed scheduling and optimization in datacenters
Reference 55
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.
Observation 9da52701-40d8-447c-be2f-5a1b2adaf729 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Minions: Cost-efficient collaboration between on-device and cloud language models, 2025
Reference 56
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.
Observation 6eb66dad-9fd0-43dc-9245-3e623ba2b9e7 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems The tail at scale
Reference 58
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.
Observation 5ba1caaf-7d33-4ebf-a97b-19e2df219a26 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work
Reference 2022
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.
Observation 2cdb0ae6-0f93-4d6c-a207-37f8e8c0f7af · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work
Reference 2023
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.
Observation eb8c65bc-fee4-409b-bd06-1aa9579680a9 · outbound
Efficient and Scalable Agentic AI with Heterogeneous Systems Unresolved cited work
Reference 2025
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.
Observation de9f5e88-0396-4cdf-9bc0-54981f4437d3 · inbound
Towards Understanding, Analyzing, and Optimizing Agentic AI Execution: A CPU-Centric Perspective Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 2
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.
Observation 1fb063ac-fd65-4835-a3fd-f55fe4d19e3d · inbound
AgentCgroup: Understanding and Controlling OS Resources of AI Agents Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 54d5e47e-1669-4eff-a621-c99d4afd3551 · inbound
KAIROS: Stateful, Context-Aware Power-Efficient Agentic Inference Serving Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 4
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.
Observation 18f36b17-374a-4892-a635-27528016537d · inbound
GoodServe: Towards High-Goodput Serving of Agentic LLM Inferences over Heterogeneous Resources Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 1
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.
Observation 03dd8185-ae85-420a-94d3-21f72f2251be · inbound
Agentic AI Workload Characteristics Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 3
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.
Observation 86714c71-3015-4863-81cf-8883e01e0499 · inbound
KForge: LLM-Driven Cross-Platform Kernel Generation for AI Accelerators Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 3
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.
Observation 84e45853-bdd8-43fa-b7d1-cd96eefd4f3f · inbound
The Internet of Agentic AI: Communication, Coordination, and Collective Intelligence at Scale Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 4
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.
Observation 1ba8f67a-42bb-4894-a91b-515890b4d362 · inbound
Towards Scalable Customization and Deployment of Multi-Agent Systems for Enterprise Applications Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 14
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.
Observation d0df7cde-2e1f-42f8-a694-e455935c18e9 · inbound
Agentic Orchestration of HPC Applications in Cloud Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dd0f6d93-20a2-47bb-bf55-73ca6391e988 · inbound
Architectural Implications of Agentic AI Workflows Efficient and Scalable Agentic AI with Heterogeneous Systems
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.