Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-05T17:19:07.508827Z
Paper Citation Record · LEDGER
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
As of 8 August 2026, this Paper Citation Record lists 85 of 85 outbound references and 10 inbound Pith citation observations for arXiv:2508.18298.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
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 2026-08-03T17:21:38.602154Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T07:39:39.041028Z
Reference resolution
85 of 85 outbound references displayed
- verified exact3
- verified fuzzy2
- unresolved77
- parse uncertain0
- malformed identifier1
- metadata mismatch2
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation faad308b-5cdb-400a-b489-f6c031d250da · outbound
This paper cites CrewAI — The Leading Multi-Agent Platform.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms CrewAI — The Leading Multi-Agent Platform
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:56.510521Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 209b7b63-66c8-4247-8455-0e5095f183d6 · outbound
This paper cites Features | Cursor – The AI Code Editor.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Features | Cursor – The AI Code Editor
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:56.625028Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7319ba24-f650-49c5-8bb9-b5a9af312c5b · outbound
This paper cites GitHub Copilot · Your AI pair programmer.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms GitHub Copilot · Your AI pair programmer
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:56.725004Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7123ed45-6b2b-4c38-9c0c-397c8529853f · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:56.859708Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c649e52b-4a82-47fa-b024-3bd7e28908f4 · outbound
This paper cites Speaches – OpenAI-API compatible server for speech-to-text, speech-to-speech, and translation.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Speaches – OpenAI-API compatible server for speech-to-text, speech-to-speech, and translation
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:57.000102Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2efce52e-ef78-4ec7-b910-df550d6b5730 · outbound
This paper cites Phi-4 Technical Report.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Phi-4 Technical Report
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:57.122452Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0f38230d-bfe5-4fb6-b98a-87f368983526 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 7
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:22.578109Z
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 d1a58826-c3c7-4632-ab98-f10a068f8628 · outbound
This paper cites Sitaraman.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Sitaraman
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:57.295158Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 981c1157-428a-4f5b-9749-46e04fb88fce · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 9
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:22.237734Z
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 96bd48e9-969c-4114-85d5-cbca9193b8d3 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 10
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:21.935098Z
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 c09391e0-0d2d-46aa-a161-d74e7ebd9e97 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 11
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:21.638026Z
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 59bbb786-47cd-4ce7-a85d-068d3a7a13f8 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 12
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:21.375430Z
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 4b62a3b6-5f42-4d23-b1aa-31fc91fa3c87 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 13
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:21.102323Z
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 bbfdb11d-620e-4245-ab30-a15fdda8dabf · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.020920Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a30386e3-a593-4558-a916-d2d3aad3c1eb · outbound
This paper cites Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Are More LLM Calls All You Need? Towards Scaling Laws of Compound Inference Systems
Reference 15
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.184989Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3910210-26f1-400e-bf3e-51a352cd82f0 · outbound
This paper cites Optimizing Model Selection for Compound AI Systems.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Optimizing Model Selection for Compound AI Systems
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.333824Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6adbdf75-4af8-4fde-9c82-0716a06e822d · outbound
This paper cites Evaluating Large Language Models Trained on Code.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Evaluating Large Language Models Trained on Code
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.416476Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db32f7ce-cf2f-4deb-aec7-e848b4a99447 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 18
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.511791Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 42cddaa1-5690-4724-a8e1-2b8b6654127e · outbound
This paper cites Ma, Ruofan Wu, Oh Jun Kweon, Yuxuan Xia, Zhiyu Wu, and Mosharaf Chowdhury.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Ma, Ruofan Wu, Oh Jun Kweon, Yuxuan Xia, Zhiyu Wu, and Mosharaf Chowdhury
Reference 19
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:58.597733Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 007f3f5f-dafe-4f1f-ba5d-9f302cf6f3f5 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 20
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:20.789898Z
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 0091075e-d579-49f1-b4b4-ece513dec739 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:20.474337Z
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 29f55872-c95f-4dec-af47-95e4adf2ec69 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 22
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:20.201224Z
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 94a6a440-e586-49c7-82b2-af4d525a7441 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:19.915409Z
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 17c685f9-ea98-4af8-9cbf-484fe99ae5f9 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:59.102590Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b9635a7-e342-4909-8ebc-ea04ede736a8 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:19.675288Z
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 d0c1aecd-1e30-4cb4-8856-6f972d15b292 · outbound
This paper cites GraphRouter: A Graph-based Router for LLM Selections.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms GraphRouter: A Graph-based Router for LLM Selections
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:59.383176Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2555a149-0a3e-4fb9-9f64-7c4b27b2d54f · outbound
This paper cites Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Video-MME: The First-Ever Comprehensive Evaluation Benchmark of Multi-modal LLMs in Video Analysis
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:18:59.481727Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38733b12-3425-4ffe-a48f-0ea45d4a46e1 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:19.409079Z
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 e4d56b97-dcab-4e8b-a081-2b73151a4670 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 29
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:19.107690Z
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 5e780204-aa21-479a-bbc5-85b63f19883b · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:18.793767Z
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 ab4a24c0-d305-4990-99fa-a5876fa025d5 · outbound
This paper cites The Llama 3 Herd of Models.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms The Llama 3 Herd of Models
Reference 31
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:00.104470Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 131f193b-406b-46e0-9990-8636d37dd2e5 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:18.491587Z
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 dd17d16b-46e0-42b0-9416-2fc1b32faa6d · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:18.255644Z
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 0afc4a17-5f18-48b7-8e33-cc2425280afa · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:18.014321Z
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 c7b94b88-38d7-45fd-bb3a-ae17cb33904e · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 35
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:17.780066Z
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 d5c54b77-de08-4956-918d-7ab973c88324 · outbound
This paper cites From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms From LLMs to LLM-based Agents for Software Engineering: A Survey of Current, Challenges and Future
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:00.736490Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a456bf05-8500-4f5e-8fd6-0fe5bc5d68aa · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:00.886958Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec4d9c21-c2b0-4006-8fb0-a8690efe3d1e · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:17.566279Z
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 5430e69f-4857-4549-898d-1c705b8b0690 · outbound
This paper cites Gonzalez, Hao Zhang, and Ion Stoica.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Gonzalez, Hao Zhang, and Ion Stoica
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:01.267739Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e1f5e18-d383-46a4-84b3-b9fdd5ba847a · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:16.903480Z
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 dc76eb3d-8a73-47e0-9146-03a2657f8d66 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:16.567289Z
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 9821d450-7991-475a-a73a-7172960cd3c5 · outbound
This paper cites LLaVA-OneVision: Easy Visual Task Transfer.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms LLaVA-OneVision: Easy Visual Task Transfer
Reference 42
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:01.795231Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f62fb65a-d3ae-4654-a164-7b073df25151 · outbound
This paper cites AutoFlow: Automated Workflow Generation for Large Language Model Agents.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms AutoFlow: Automated Workflow Generation for Large Language Model Agents
Reference 43
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:01.905633Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a4ba2d2-e726-47cd-bf5d-01d047fdf224 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:16.242033Z
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 7814c9a6-20a2-477a-8fa0-a152baccb22d · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:15.848401Z
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 229b9c96-6dfb-4c10-a43a-11d48f8e5878 · outbound
This paper cites A Declarative System for Optimizing AI Workloads.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms A Declarative System for Optimizing AI Workloads
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:02.366754Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e0725394-3f49-408b-96fa-4ab7103bcaaf · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:02.482518Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b6015b95-3eb2-4280-8d3b-97d40cb9254c · outbound
This paper cites Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Divide, Optimize, Merge: Fine-Grained LLM Agent Optimization at Scale
Reference 48
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T17:19:10.082223Z
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 a77f7468-9671-4d03-a68a-d98d04019316 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:15.586443Z
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 3fa72268-a6be-4f34-b1ed-fc871b1ff350 · outbound
This paper cites Autellix: An Efficient Serving Engine for LLM Agents as General Programs.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Autellix: An Efficient Serving Engine for LLM Agents as General Programs
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:03.042871Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7cc2cb92-56fb-4176-8fcb-4f296925bf7a · outbound
This paper cites SpotServe: Serving Generative Large Language Models on Preemptible Instances.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms SpotServe: Serving Generative Large Language Models on Preemptible Instances
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:03.179831Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b23a3b7c-d356-446c-a456-8d38a565249f · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 52
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:03.337193Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 517286e8-b9dd-40f0-998d-65e05ab6f20f · outbound
This paper cites Flow: Modularized Agentic Workflow Automation.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Flow: Modularized Agentic Workflow Automation
Reference 53
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:03.482691Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31a965c3-327c-4a4b-b686-6651892c30fc · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 54
- Resolution
- malformed identifier
- doi_truncated, observed 2026-08-05T17:19:08.085208Z
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 bc6877cd-f429-495e-ba39-727f7c193ec0 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 55
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:15.232515Z
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 0d45e1ce-e028-4331-bd05-1af93f57d356 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 56
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:14.959885Z
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 9f09f7dd-5512-4384-8542-fbb3365a91c7 · outbound
This paper cites Gonzalez, M Waleed Kadous, and Ion Stoica.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Gonzalez, M Waleed Kadous, and Ion Stoica
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:19:14.725987Z
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 023a98bd-7a68-4b87-91d4-aff7931be5c9 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:14.385780Z
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 8a20174c-32d5-40e0-a0b5-e551eb96c5ca · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:14.085266Z
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 962d2d37-2fd6-4a08-9006-90b6d0f04b88 · outbound
This paper cites RouteLLM: Learning to Route LLMs with Preference Data.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms RouteLLM: Learning to Route LLMs with Preference Data
Reference 60
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:04.138895Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b15cc147-e7a2-4c02-9ea3-a8f38cb158b3 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:13.414248Z
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 aaa6f9b0-cb70-402c-b0e6-3f3227f992cf · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:12.975040Z
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 80a09a53-1c60-4b45-8ccb-7d00110a6286 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:13.766678Z
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 541d6fd2-7cb8-45f8-8200-d357b6835224 · outbound
This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 64
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:05.008086Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b72e8f30-2bdb-469b-9a96-44a1aa029b95 · outbound
This paper cites Alto: Orchestrating Distributed Compound AI Systems with Nested Ancestry.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Alto: Orchestrating Distributed Compound AI Systems with Nested Ancestry
Reference 65
- Resolution
- verified exact
- local_arxiv, observed 2026-08-05T17:19:09.538899Z
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 c93578e5-2785-4e25-bf4c-9aa4c3fb5a70 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:12.595850Z
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 45c89f24-b63f-4344-bb59-ee521e47ba12 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 67
- Resolution
- metadata mismatch
- raw_fallback, observed 2026-08-05T17:19:09.191745Z
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 dd9edce8-727e-49b8-af1b-098a207ba52f · outbound
This paper cites Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Llama: A Heterogeneous & Serverless Framework for Auto-Tuning Video Analytics Pipelines
Reference 68
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-08-05T17:19:08.875667Z
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 3959a3b6-552f-48f5-abfa-34f6fe8a542f · outbound
This paper cites Self-Reflection in LLM Agents: Effects on Problem-Solving Performance.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Self-Reflection in LLM Agents: Effects on Problem-Solving Performance
Reference 69
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:05.333916Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e3972975-1919-4552-9876-c2333c3e3dfb · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:11.925549Z
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 d10121d8-7ca2-40c1-a126-7f9010ebb22d · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 71
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:05.956461Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5826b7d4-e236-4600-9172-5ea319e9e005 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:12.240699Z
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 d0cb3416-549f-4432-aa42-7afe57841a3b · outbound
This paper cites Gemma 3 Technical Report.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Gemma 3 Technical Report
Reference 73
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:06.391107Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa22e3b4-6058-460c-9149-5a4477c56b77 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:11.596913Z
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 fa7d8ae3-44e6-4726-871a-5941470be26f · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 75
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:06.082088Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ddc5b76c-4ba2-47b7-bc69-2c9d76381431 · outbound
This paper cites arXiv:2312.17432 [cs.CV] https://arxiv.org/abs/2312.17432.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms arXiv:2312.17432 [cs.CV] https://arxiv.org/abs/2312.17432
Reference 76
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:06.267343Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 82f3921f-8b40-453d-8ab0-353f6273ba8a · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 77
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:06.964276Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8caf4a5-7579-48b8-99dd-e278d59a0428 · outbound
This paper cites AFlow: Automating Agentic Workflow Generation.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms AFlow: Automating Agentic Workflow Generation
Reference 78
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:07.073932Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c675e02e-cc34-42e6-964c-cb2b988737d6 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 79
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:11.286182Z
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 b368bbd6-417a-4c62-831d-e545ae37e5bb · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-05T17:19:11.011378Z
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 ae9ce7bd-5f33-4ce9-8bc4-92f5863bca50 · outbound
This paper cites an unresolved cited work.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms Unresolved cited work
Reference 81
- Resolution
- verified exact
- doi, observed 2026-08-05T17:19:07.760930Z
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 b5006b62-ef59-4931-9699-9a836a6fca2b · outbound
This paper cites OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms OmAgent: A Multi-modal Agent Framework for Complex Video Understanding with Task Divide-and-Conquer
Reference 83
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:07.255847Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 89925d47-9dd8-4368-b3d9-bd770aeaa959 · outbound
This paper cites PyBench: Evaluating LLM Agent on various real-world coding tasks.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms PyBench: Evaluating LLM Agent on various real-world coding tasks
Reference 84
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:07.379957Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 99f4227c-0704-4c6b-897a-3e17443517e8 · outbound
This paper cites In Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms In Proceedings of the ACM SIGOPS 29th Symposium on Operating Systems Principles
Reference 2023
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-05T17:19:17.185584Z
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 b235e1e5-f425-4a76-bae2-324e1466ce37 · outbound
This paper cites arXiv:2506.04301 [cs.LG] https://arxiv.org/abs/2506.04301.
Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms arXiv:2506.04301 [cs.LG] https://arxiv.org/abs/2506.04301
Reference 2025
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T17:19:01.119497Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Pith citing papers
Observation 4254cc7a-11bd-4e0c-bb3f-2b137c816a12 · inbound
Rethinking Query Optimization for Multi-Agent Systems [Vision] cites this paper.
Rethinking Query Optimization for Multi-Agent Systems [Vision] Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 150
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T17:21:38.602154Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c7210b06-38ae-4a35-95af-9e1f899985ea · inbound
ForkKV: Scaling Multi-LoRA Agent Serving via Copy-on-Write Disaggregated KV Cache cites this paper.
ForkKV: Scaling Multi-LoRA Agent Serving via Copy-on-Write Disaggregated KV Cache Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:10:54.916913Z
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 b4d5c3fa-ab3d-469e-aa0d-56f8dd9d4618 · inbound
Benchmarking Compound AI Applications for Hardware-Software Co-Design cites this paper.
Benchmarking Compound AI Applications for Hardware-Software Co-Design Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T16:20:09.879470Z
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 89a6401a-f780-4b6e-a74c-fc60403a060e · inbound
Characterizing Performance-Energy Trade-offs of Large Language Models in Multi-Request Workflows cites this paper.
Characterizing Performance-Energy Trade-offs of Large Language Models in Multi-Request Workflows Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 14
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T12:30:00.267851Z
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 e51668d1-897a-409d-a150-e4e275575cf9 · inbound
FATE: Future-State-Aware Scheduling for Heterogeneous LLM Workflows cites this paper.
FATE: Future-State-Aware Scheduling for Heterogeneous LLM Workflows Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:25:59.302924Z
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 8dfa0621-6c21-49f3-ab75-9c7a29c396ca · inbound
Natural Language Query to Configuration for Retrieval Agents cites this paper.
Natural Language Query to Configuration for Retrieval Agents Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-06-29T17:53:47.649033Z
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 cfa02822-cd2b-4d06-9496-6faad253272e · inbound
SCALE: Scalable Cross-Attention Learning with Extrapolation for Agentic Workflow Scheduling cites this paper.
SCALE: Scalable Cross-Attention Learning with Extrapolation for Agentic Workflow Scheduling Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 6
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T16:17:09.077266Z
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 d1bb51a5-998d-46a4-b0c3-7ef40442486e · inbound
SwarmX: Agentic Scheduling for Low-Latency Agentic Systems cites this paper.
SwarmX: Agentic Scheduling for Low-Latency Agentic Systems Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-07-04T07:39:39.042776Z
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 84ad5150-9026-417e-a302-3cfe6b83c4cd · inbound
SwarmX: Agentic Scheduling for Low-Latency Agentic Systems cites this paper.
SwarmX: Agentic Scheduling for Low-Latency Agentic Systems Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 8
- Resolution
- verified exact
- arxiv_id, observed 2026-06-30T10:44:36.543322Z
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 cd0467af-724c-4c74-b533-ee446119d799 · inbound
A Workflow-Aware Serving Layer for Agentic Applications cites this paper.
A Workflow-Aware Serving Layer for Agentic Applications Murakkab: Resource-Efficient Agentic Workflow Orchestration in Cloud Platforms
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-07-12T05:56:18.797766Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.