Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
As of 17 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2410.08115.
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 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:32:50.527265Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-03T20:48:56.444480Z
Reference resolution
0 of 0 outbound references displayed
- verified exact0
- verified fuzzy0
- unresolved0
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
No outbound reference observations are available for this paper version.
Pith citing papers
Observation cba23dbd-76c1-4ca4-8785-50eecac97391 · inbound
Multi-Agent System for Cosmological Parameter Analysis cites this paper.
Multi-Agent System for Cosmological Parameter Analysis Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 36
- Resolution
- unresolved
- no resolver link, observed 2026-08-12T05:26:14.108206Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ecf43b9-53ec-444a-b876-bb54b0b85cfd · inbound
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents cites this paper.
From Individual to Society: A Survey on Social Simulation Driven by Large Language Model-based Agents Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 203
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T22:18:32.650447Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dab1b69e-9de6-4335-b374-1721ce1e24ce · inbound
A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application cites this paper.
A Survey on LLM-based Multi-Agent System: Recent Advances and New Frontiers in Application Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T05:29:24.357778Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation af7534ff-4f25-499e-bd5f-c98e521dddf3 · inbound
Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search cites this paper.
Efficient Multi-Agent System Training with Data Influence-Oriented Tree Search Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 4
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-23T04:07:30.563166Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation da04ef91-6b22-416c-a4c5-38dccad8b6de · inbound
LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information cites this paper.
LongDPO: Unlock Better Long-form Generation Abilities for LLMs via Critique-augmented Stepwise Information Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-09T13:25:51.979319Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08cbb6b2-20f1-4d51-8a9b-6f5bd8d8facb · inbound
Why Do Multi-Agent LLM Systems Fail? cites this paper.
Why Do Multi-Agent LLM Systems Fail? Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 80
- Resolution
- verified exact
- arxiv_id, observed 2026-05-12T05:42:58.737405Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 65f26194-1daa-47e7-99c4-3afd12c58c55 · inbound
Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning cites this paper.
Collaborating Action by Action: A Multi-agent LLM Framework for Embodied Reasoning Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-16T10:32:50.527265Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b16eaa34-1e6b-4dea-9d66-03b5bc68fdef · inbound
EcoLANG: Efficient and Effective Agent Communication Language Induction for Social Simulation cites this paper.
EcoLANG: Efficient and Effective Agent Communication Language Induction for Social Simulation Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 2023
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T22:35:05.459210Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0278d9b-41cb-4f05-a006-28a7f11af8a3 · inbound
Literature Review Of Multi-Agent Debate For Problem-Solving cites this paper.
Literature Review Of Multi-Agent Debate For Problem-Solving Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T12:47:35.300214Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bd4d2d05-6319-4083-a92a-ae9082dbd620 · inbound
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models cites this paper.
Chasing Moving Targets with Online Self-Play Reinforcement Learning for Safer Language Models Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T05:41:57.859038Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 881719d5-81e8-4816-b10c-2f0b11cc8afd · inbound
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence cites this paper.
A Survey of Self-Evolving Agents: What, When, How, and Where to Evolve on the Path to Artificial Super Intelligence Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 198
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-14T22:23:15.048095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 551a87c2-5123-4abf-a4f4-b9aefa85c8e1 · inbound
Training-Free Multimodal Large Language Model Orchestration cites this paper.
Training-Free Multimodal Large Language Model Orchestration Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-19T00:12:54.084275Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 38b45fd5-744a-4f58-85b9-02b3a747d243 · inbound
Training-Free Multimodal Large Language Model Orchestration cites this paper.
Training-Free Multimodal Large Language Model Orchestration Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 41
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T08:05:30.743608Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a9ea122a-918a-4070-9a7a-1a667b52abf8 · inbound
Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks cites this paper.
Orchestrator: Active Inference for Multi-Agent Systems in Long-Horizon Tasks Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-15T16:26:37.962594Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dce4fc1d-59bf-4355-bdbd-3bce854c5161 · inbound
Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial cites this paper.
Large Language Models for Next-Generation Wireless Network Management: A Survey and Tutorial Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 144
- Resolution
- unresolved
- no resolver link, observed 2026-08-05T04:50:32.039222Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3b6e5d1c-0966-4b77-bd1b-29be0a3aaf92 · inbound
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning cites this paper.
When Identity Skews Debate: Anonymization for Bias-Reduced Multi-Agent Reasoning Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 39
- Resolution
- verified exact
- arxiv_id, observed 2026-05-18T08:51:08.449513Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d0d7710e-9f98-44aa-a7da-f5030d3e8ac6 · inbound
PerfCoder: Large Language Models for Interpretable Code Performance Optimization cites this paper.
PerfCoder: Large Language Models for Interpretable Code Performance Optimization Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 4
- Resolution
- verified exact
- arxiv_id, observed 2026-05-16T22:43:38.207305Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dd323cd4-cfb6-47ac-8b8a-40e559d4a07c · inbound
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems cites this paper.
The Vision Wormhole: Latent-Space Communication in Heterogeneous Multi-Agent Systems Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T22:58:04.595056Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation caf9124d-f816-4bb4-95ae-1f7096f4e986 · inbound
What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems cites this paper.
What Should Agents Say? Action-state Communication for Efficient Multi-Agent Systems Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 54
- Resolution
- verified exact
- arxiv_id, observed 2026-07-02T08:06:47.999256Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 26644b78-06e0-4756-af13-206cfc347ef7 · inbound
OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation cites this paper.
OPD-Evolver: Cultivating Holistic Agent Evolver via On-Policy Distillation Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 151
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-07-03T20:48:56.445909Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f86e588a-362f-4b73-844a-40767ac7d0ba · inbound
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows cites this paper.
Beyond Tier Labels: Role- and Deployment-Dependent Model Substitution in Multi-Call LLM Workflows Optima: Optimizing Effectiveness and Efficiency for LLM-Based Multi-Agent System
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-11T22:33:33.539717Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.