Paper Citation Record · LEDGER

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems

As of 11 August 2026, this Paper Citation Record lists 23 of 23 outbound references and 0 inbound Pith citation observations for arXiv:2607.23678.

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

pith.paper-citation-record.v1
2607.23678 v1

Coverage vector

measured 23 of 23 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-30T16:10:45.067568Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-11T06:34:44.6726+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

23 of 23 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d6c0354c-bb85-4b80-8a37-303654f4505d · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.075212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 14489b91-0e00-4cad-8409-fe707be06fdd · outbound

This paper cites 2023 , howpublished=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems 2023 , howpublished=

Reference 2

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.217359Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f38e8153-f40d-4e2b-aa18-a15d3d991406 · outbound

This paper cites Advances in Neural Information Processing Systems , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Advances in Neural Information Processing Systems , year=

Reference 3

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.294746Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b3f532f5-2e88-4644-a212-fbd03dae8f1d · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 4

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.394748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8492ad23-bf17-40a1-b16b-22f328bb731c · outbound

This paper cites Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , pages=

Reference 5

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.513503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation acdfea59-8498-44d1-b463-9d6e3805cf15 · outbound

This paper cites Proceedings of the Conference on Language Modeling (COLM) , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Proceedings of the Conference on Language Modeling (COLM) , year=

Reference 6

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.614764Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4b624c9-abea-41c6-b34b-765db3b0f481 · outbound

This paper cites Advances in Neural Information Processing Systems , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Advances in Neural Information Processing Systems , year=

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.694740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8bd32ab-0668-4803-983f-0af5007a7699 · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 8

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.758593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1683effa-31d5-4bbe-a368-d1906df8d9b9 · outbound

This paper cites Graph of Thoughts: Solving Elaborate Problems with Large Language Models.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Graph of Thoughts: Solving Elaborate Problems with Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.843784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cda12e0c-3024-4d93-a08c-52b24847dfe4 · outbound

This paper cites 2024 , howpublished=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems 2024 , howpublished=

Reference 10

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.906807Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a119e49-0c84-46f0-9c4b-062ab404fed2 · outbound

This paper cites Advances in Neural Information Processing Systems , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Advances in Neural Information Processing Systems , year=

Reference 11

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:43.977520Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9b239da3-03e1-45a4-a14a-acb123728872 · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 12

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.096578Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28b7588e-9e3a-4188-a1e0-d0a448236f64 · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 13

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.175836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 386a9f6a-e755-4121-975e-c07496d99c02 · outbound

This paper cites Journal of Machine Learning Research , volume=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Journal of Machine Learning Research , volume=

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.278907Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 078adbd5-018a-4b12-9862-500131aaa417 · outbound

This paper cites AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems AgentBoard: An Analytical Evaluation Board of Multi-turn LLM Agents

Reference 15

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.381736Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c11ec8e7-0d1e-4f20-b9a8-d68ac016430b · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations (ICLR) , year=

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.432873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5057ae11-64c1-473a-b7dc-0c4003ffc82a · outbound

This paper cites International Conference on Learning Representations (ICLR) , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations (ICLR) , year=

Reference 17

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.524739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 33c61c33-490e-4872-9dcd-7dbfc4bbb537 · outbound

This paper cites Mixture-of-Agents Enhances Large Language Model Capabilities.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Mixture-of-Agents Enhances Large Language Model Capabilities

Reference 18

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.579478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d181180-f3cd-46eb-95bf-6d67bb69f744 · outbound

This paper cites Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics , year=

Reference 19

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.692525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3acd4b9-7000-4894-bc13-e75e5731688e · outbound

This paper cites 2023 , howpublished=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems 2023 , howpublished=

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.804743Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d00e014c-f8d4-46f5-b7b9-e69f39fbb7ea · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 21

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:44.930719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 61036af9-9907-45c7-847e-d1dec0225897 · outbound

This paper cites International Conference on Learning Representations , year=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems International Conference on Learning Representations , year=

Reference 22

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:45.013301Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 708145cb-4fe6-42ea-a55f-023056d0dcaa · outbound

This paper cites Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages=.

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing , pages=

Reference 23

Resolution: unresolved; no resolver link, observed 2026-07-30T16:10:45.067568Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.