Paper Citation Record · LEDGER

AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2503.18891.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2503.18891 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T14:56:34.805236Z

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-07-01T13:35:46.775955Z

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 e3e3b0aa-2ee5-4c9b-bc46-3a116fc84f41 · inbound

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design cites this paper.

Know the Ropes: A Heuristic Strategy for LLM-based Multi-Agent System Design AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:34.805236Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b414275a-8884-44a7-9955-a866c70458e7 · inbound

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution cites this paper.

Rethinking Agent Design: From Top-Down Workflows to Bottom-Up Skill Evolution AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T14:47:36.084192Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb4c3f57-f0ce-48fb-9fd5-57e8b935206e · inbound

Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems cites this paper.

Understanding the Information Propagation Effects of Communication Topologies in LLM-based Multi-Agent Systems AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:54:44.320904Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d5556b73-0d1a-451d-b9f4-09c04befa02e · inbound

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems cites this paper.

GEMMAS: Graph-based Evaluation Metrics for Multi Agent Systems AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T16:32:46.438272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1280b40e-0d6c-47cb-b638-7310245dfd40 · inbound

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects cites this paper.

Graph-Augmented Large Language Model Agents: Current Progress and Future Prospects AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-06T12:52:01.501357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c972dc1f-74d2-484a-a8df-7aa62c240207 · inbound

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures cites this paper.

Multi-Agent Systems: From Classical Paradigms to Large Foundation Model-Enabled Futures AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 90

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T11:51:03.800435Z

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.

Observation 176a4acd-4a68-4ddc-986d-f8a954e7e9cc · inbound

RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation cites this paper.

RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-12T06:16:28.126172Z

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.

Observation e86da3d0-649c-4251-949a-a6e4ecbbc4f8 · inbound

RADAR: Redundancy-Aware Diffusion for Multi-Agent Communication Structure Generation cites this paper.

Reference 5

Resolution: verified exact; arxiv_id, observed 2026-07-01T13:35:46.777398Z

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.

Observation f50dc203-3ee5-4d40-ad18-cb206e82666d · inbound

ATOM: Instantiating Budget-Controllable Multi-Agent Collaboration via Nucleus-Electron Hierarchy cites this paper.

ATOM: Instantiating Budget-Controllable Multi-Agent Collaboration via Nucleus-Electron Hierarchy AgentDropout: Dynamic Agent Elimination for Token-Efficient and High-Performance LLM-Based Multi-Agent Collaboration

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-06-29T20:03:56.296261Z

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.