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Paper Citation Record · LEDGER

OAgents: An Empirical Study of Building Effective Agents

As of 23 August 2026, this Paper Citation Record lists 45 of 45 outbound references and 12 inbound Pith citation observations for arXiv:2506.15741.

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

pith.paper-citation-record.v1
2506.15741 v2

Coverage vector

measured 45 of 45 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T00:13:52.382791Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+00:00

measured 12 of 12 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-15T18:16:58.098537Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-22T06:24:40.471116Z

Reference resolution

45 of 45 outbound references displayed

  • verified exact0
  • verified fuzzy21
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 1c2e5f87-3c6c-4900-abe0-0f82f1cd354d · outbound

This paper cites Desearch, 2024.

OAgents: An Empirical Study of Building Effective Agents Desearch, 2024

Reference 1

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:58.452952Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:46.815699Z digest=sha256:957cc11dd3a688e3fff8b5667b55b5a970c234a48f00a3f4ddcc1fde9d294201

Observation 32cde615-9d40-41b5-ba87-0cf56ed760d4 · outbound

This paper cites Aworld: A unified agent playground for computer and phone use tasks, 2025.

OAgents: An Empirical Study of Building Effective Agents Aworld: A unified agent playground for computer and phone use tasks, 2025

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:58.219399Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:46.941354Z digest=sha256:cdd0b9c31948d77bb2f9847f600b0c7d16412af0dbc1768558f44757b844df12

Observation 517a56ce-baf2-49b9-8484-b28d07eee0a5 · outbound

This paper cites TapeAgents: a Holistic Framework for Agent Development and Optimization.

OAgents: An Empirical Study of Building Effective Agents TapeAgents: a Holistic Framework for Agent Development and Optimization

Reference 3

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:47.053825Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:47.053825Z digest=sha256:68d9f4387f38d02a019bad04eb91c5f60a3b518473c3f4a041ad5456591908a6

Observation 9662039e-dded-47ef-9d42-eb50299f61db · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

OAgents: An Empirical Study of Building Effective Agents AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 4

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:47.151822Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:47.151822Z digest=sha256:3bc9a0e796c03cdf7ce74835d9064d69a9f20f99495899e8f582d2f4b3f22d11

Observation 6602ca8c-2192-4c0e-a62c-d16f4def7342 · outbound

This paper cites Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks.

OAgents: An Empirical Study of Building Effective Agents Magentic-One: A Generalist Multi-Agent System for Solving Complex Tasks

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:47.281937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:47.281937Z digest=sha256:3e6ef460fe2b4b311f0c59f5b7864b0c5cf46b3976d5d2e1d89d3f2f5802e1a2

Observation 56575d40-60e7-4397-930f-807a351a95a8 · outbound

This paper cites Griffiths, and Mengdi Wang.

OAgents: An Empirical Study of Building Effective Agents Griffiths, and Mengdi Wang

Reference 6

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:57.895884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:47.395447Z digest=sha256:a852621ec35dab222d206e81744b0c88c54e4d650d7d20356919dc6623391c7a

Observation ce5a719d-e66d-40ea-bf6d-2406cf7db66c · outbound

This paper cites Autonomous agentic ai: execute multi-step workflows autonomously.

OAgents: An Empirical Study of Building Effective Agents Autonomous agentic ai: execute multi-step workflows autonomously

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:57.615223Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:47.498507Z digest=sha256:ada7bf122265c993b602fc6d4339ab11c75ad18fbea77296c871f6585c4bfc52

Observation f231c89c-18db-4460-8b70-5d884f17681f · outbound

This paper cites MetaGPT: Meta programming for a multi-agent collaborative framework.

OAgents: An Empirical Study of Building Effective Agents MetaGPT: Meta programming for a multi-agent collaborative framework

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:57.397930Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:47.631672Z digest=sha256:78a4224875ecf2c5afaad8f33032dd0331863760b74b8721ddbf13cd2e56edac

Observation 9d444fbc-a769-4a0c-bcaa-4965c99e0bd7 · outbound

This paper cites Owl: Optimized workforce learning for general multi-agent assistance in real-world task automation, 2025.

OAgents: An Empirical Study of Building Effective Agents Owl: Optimized workforce learning for general multi-agent assistance in real-world task automation, 2025

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:57.174775Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:47.779480Z digest=sha256:4ebdeb2fb0d08b2dc513d7752ed5ce5eae8814b83974e2680b0e363ab9d1d3cb

Observation 7030cfdd-7577-4c56-acf6-40c51ad4e6ac · outbound

This paper cites Open deep research.

OAgents: An Empirical Study of Building Effective Agents Open deep research

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:56.979502Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:47.849766Z digest=sha256:ac6cf1c467503491c0afe671cd69fa432513d8f8b0dee8697136ef817f051f69

Observation 4dfa39b5-8eea-48fe-91f4-e2f3fa9b463b · outbound

This paper cites Camel: Communicative agents for" mind" exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008, 2023.

OAgents: An Empirical Study of Building Effective Agents Camel: Communicative agents for" mind" exploration of large language model society.Advances in Neural Information Processing Systems, 36:51991–52008, 2023

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:47.916817Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:47.916817Z digest=sha256:c4b087c6c58135281063ef5b78d18ed51e35a8f5f09c0cd4db0d588be5612d40

Observation cf71a29c-a9fe-40af-9f63-a17feb677c9f · outbound

This paper cites From LLM to Conversational Agent: A Memory Enhanced Architecture with Fine-Tuning of Large Language Models.

OAgents: An Empirical Study of Building Effective Agents From LLM to Conversational Agent: A Memory Enhanced Architecture with Fine-Tuning of Large Language Models

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:48.011470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:48.011470Z digest=sha256:396f2cb91a7de1cb5be2e9d08d16012b104412d9375b09315003d6a425333fc8

Observation a318c2c2-242e-4e2d-85d8-ab507e60d21f · outbound

This paper cites A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration.

OAgents: An Empirical Study of Building Effective Agents A Dynamic LLM-Powered Agent Network for Task-Oriented Agent Collaboration

Reference 13

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:48.159469Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:48.159469Z digest=sha256:8016e0cab3f6d4f9805c8e01a023d0161e07458366f2d4bd88a4a923e2d980cf

Observation a029f4df-3170-4735-a621-01eb1333c0b8 · outbound

This paper cites Gaia: a benchmark for general ai assistants.

OAgents: An Empirical Study of Building Effective Agents Gaia: a benchmark for general ai assistants

Reference 14

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:56.804813Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:48.279322Z digest=sha256:caf31b5a7a24bbe27bf96df4726af9b007ef9bd6bcabf652c88ecea7810e7f6a

Observation 09284918-7d08-4389-ae64-70d857f16c79 · outbound

This paper cites deepresearch, 2024.

OAgents: An Empirical Study of Building Effective Agents deepresearch, 2024

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:56.586411Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:48.363544Z digest=sha256:ab4cc66d4eab01f076c1a1469e5071015a3fc6a90767f64afc94c3421034137b

Observation a58c4ffa-a65a-479d-9746-1d9f83a9008f · outbound

This paper cites Langfun, September 2023.

OAgents: An Empirical Study of Building Effective Agents Langfun, September 2023

Reference 16

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:56.319823Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:48.511650Z digest=sha256:2f8b453cdb0c3c9e0ad7df0d2521c09568c4c60f4cac788cb6ba6538dae59d7c

Observation aa708518-f1a7-4c0e-b16c-79530d039ff6 · outbound

This paper cites Tool learning with foundation models.ACM Computing Surveys, 57(4):1–40, 2024.

OAgents: An Empirical Study of Building Effective Agents Tool learning with foundation models.ACM Computing Surveys, 57(4):1–40, 2024

Reference 17

Resolution
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no resolver link, observed 2026-08-07T00:13:48.652264Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:48.652264Z digest=sha256:dc6efee2a4bd145871eb0be9f714b58935c73720f4a02dcead4bf375030dc4fe

Observation 257d6c74-d24e-4af1-a632-8c7075dc5f02 · outbound

This paper cites Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution.

OAgents: An Empirical Study of Building Effective Agents Alita: Generalist Agent Enabling Scalable Agentic Reasoning with Minimal Predefinition and Maximal Self-Evolution

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:48.801719Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:48.801719Z digest=sha256:a19e01dec18d7e1c999fd0c1fed3f1bad1ade180a233a780ed9254e9fd5c8d36

Observation bc0b9500-9fe1-440f-8939-d443b9a2a928 · outbound

This paper cites ‘smola- gents‘: a smol library to build great agentic systems.https://github.com/huggingface/smolagents, 2025.

OAgents: An Empirical Study of Building Effective Agents ‘smola- gents‘: a smol library to build great agentic systems.https://github.com/huggingface/smolagents, 2025

Reference 19

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:56.108689Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:48.963050Z digest=sha256:ed4b8842efce826db8b0b5232ea444e2f66e36359b6f2402058924623b0c1f4e

Observation 30bb535c-fea0-402b-8eb2-5f7190344157 · outbound

This paper cites TaskCraft: Automated Generation of Agentic Tasks.

OAgents: An Empirical Study of Building Effective Agents TaskCraft: Automated Generation of Agentic Tasks

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.111317Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.111317Z digest=sha256:563010527e33d2bf4b2c4bca2672d35be8a4089476236fe34b01fd547c4ae7ea

Observation e7cc551d-e8b5-49b7-8241-de8912368ede · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

OAgents: An Empirical Study of Building Effective Agents Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 21

Resolution
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no resolver link, observed 2026-08-07T00:13:49.215305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.215305Z digest=sha256:ac1be73619062d6c576b023ec3141e5d4a53ad1c1703c81885b33baaa40704f3

Observation 9dcdfdb0-cac5-40b0-b5e3-694e0748f893 · outbound

This paper cites an unresolved cited work.

OAgents: An Empirical Study of Building Effective Agents Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-07T00:13:55.780752Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:49.352390Z digest=sha256:939dda23dae63f0a1d2ea437eba58bbd85848c666ece49b0b9320f508201948a

Observation acf36474-ef64-4132-9ed8-74118fc1fa70 · outbound

This paper cites Llm-planner: Few-shot grounded planning for embodied agents with large language models.

OAgents: An Empirical Study of Building Effective Agents Llm-planner: Few-shot grounded planning for embodied agents with large language models

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:49.481512Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:49.481512Z digest=sha256:0b43a038cdc13ee69f6d6af6e89ebab95194aa41b0f91e056d01f0405763d8cf

Observation 2bf78b9b-8add-4c0d-a191-8326152c9403 · outbound

This paper cites Autoagent: A fully-automated and zero-code framework for llm agents.

OAgents: An Empirical Study of Building Effective Agents Autoagent: A fully-automated and zero-code framework for llm agents

Reference 24

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:55.489469Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:49.599577Z digest=sha256:1a39936e5564c238c4fd6d5ff26a3aadfdc8bb589875a2ab9c67ee530c671ca9

Observation 56eb469b-a933-4aa2-b3dd-738230d1c4f8 · outbound

This paper cites Mader: Trajectory planner in multiagent and dynamic environments.

OAgents: An Empirical Study of Building Effective Agents Mader: Trajectory planner in multiagent and dynamic environments

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:55.232216Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:49.775323Z digest=sha256:f9849a7e0319e204be7e38ec7662953e33130355502116a40129799bea58d3b1

Observation 2c4f7090-b4fc-40e2-9533-343166abd221 · outbound

This paper cites Meet trase systems.

OAgents: An Empirical Study of Building Effective Agents Meet trase systems

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:54.938772Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:49.906871Z digest=sha256:24e54cc1b8d4471726a94a9d2c5afaf0d7497d5a71b2cb6b33157bea3887533a

Observation c8249628-3b99-4e0c-86e2-382bbe2b8d0c · outbound

This paper cites Executable code actions elicit better llm agents.

OAgents: An Empirical Study of Building Effective Agents Executable code actions elicit better llm agents

Reference 27

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:54.692871Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:50.086206Z digest=sha256:918983fd906895c27d99c616e158ebdfea42dbaefa4a0d21927111bfc982292d

Observation fbeb1393-1d01-4ce8-b7ee-eda0c4b5eda1 · outbound

This paper cites BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents.

OAgents: An Empirical Study of Building Effective Agents BrowseComp: A Simple Yet Challenging Benchmark for Browsing Agents

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.210552Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.210552Z digest=sha256:c280558170243486d98bfd60930073599ba4dac6e95d47e19ba77c2ae7fd67d7

Observation 40b2c95d-0446-484a-8fbd-ac417a603094 · outbound

This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.

OAgents: An Empirical Study of Building Effective Agents AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.366488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.366488Z digest=sha256:ca44165760a77931202836967f270ee1495dade4a4826a5415a42a8c4b1c4c0a

Observation 9f31fd52-3a40-4355-a660-eea0383ba07d · outbound

This paper cites OS-Copilot: Towards Generalist Computer Agents with Self-Improvement.

OAgents: An Empirical Study of Building Effective Agents OS-Copilot: Towards Generalist Computer Agents with Self-Improvement

Reference 30

Resolution
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no resolver link, observed 2026-08-07T00:13:50.476842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.476842Z digest=sha256:4c579f657d5ba74a9a814407f60b3f3b12bc27fe0dca43b33e0a7b6fe218c4a9

Observation aca259be-0650-4848-9022-c86c2b99020d · outbound

This paper cites OpenAgents: An Open Platform for Language Agents in the Wild.

OAgents: An Empirical Study of Building Effective Agents OpenAgents: An Open Platform for Language Agents in the Wild

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.617078Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.617078Z digest=sha256:98a2d6dc89baf9459790e8cec5f6616a2c86b7493c57eac01a020d609a623eac

Observation d3d9f78e-9592-410e-baea-7d813de282d3 · outbound

This paper cites A-MEM: Agentic Memory for LLM Agents.

OAgents: An Empirical Study of Building Effective Agents A-MEM: Agentic Memory for LLM Agents

Reference 32

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.769843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.769843Z digest=sha256:2db9dd50f14ad201689197e21cc532260bb31d7c08e2c028cd9eba65f1e07111

Observation bd04901f-879e-4a62-b4ea-8a2ffb5d2dd2 · outbound

This paper cites How2comm: Communication-efficient and collaboration-pragmatic multi-agent perception.Advances in Neural Information Processing Systems, 36:25151–25164, 2023.

OAgents: An Empirical Study of Building Effective Agents How2comm: Communication-efficient and collaboration-pragmatic multi-agent perception.Advances in Neural Information Processing Systems, 36:25151–25164, 2023

Reference 33

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:50.901227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:50.901227Z digest=sha256:37b7895adc6a7b6ff29a229cf5ecaea3330978dfd0d34fa51069c299fb585644

Observation 178aa423-dc47-4d33-99cc-595f46adc1ce · outbound

This paper cites What2comm: Towards communication-efficient collaborative perception via feature decoupling.

OAgents: An Empirical Study of Building Effective Agents What2comm: Towards communication-efficient collaborative perception via feature decoupling

Reference 34

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:54.382860Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:51.010621Z digest=sha256:bacf7d6120ca638004f80899d2cc2ce91305a88387a022f69b5480ca0c058ae5

Observation 4d353de9-ff16-4f19-8e08-7f8c288f80a5 · outbound

This paper cites React: Synergizing reasoning and acting in language models.

OAgents: An Empirical Study of Building Effective Agents React: Synergizing reasoning and acting in language models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:51.135824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.135824Z digest=sha256:e513ee98f458c2f16178302ff20eeeabedd7ad85d01314414cb21726adcca163

Observation bfc8af92-1a06-414f-bb76-96da9f60c168 · outbound

This paper cites A Survey on the Memory Mechanism of Large Language Model based Agents.

OAgents: An Empirical Study of Building Effective Agents A Survey on the Memory Mechanism of Large Language Model based Agents

Reference 36

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unresolved
no resolver link, observed 2026-08-07T00:13:51.262233Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.262233Z digest=sha256:60111f8b4f45f035c80b95b6eb86af382949da4aa9e541aa0bfa197b8a860961

Observation a7c2c337-e179-4623-bc4b-7dce25895179 · outbound

This paper cites Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models.

OAgents: An Empirical Study of Building Effective Agents Language Agent Tree Search Unifies Reasoning Acting and Planning in Language Models

Reference 37

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no resolver link, observed 2026-08-07T00:13:51.373793Z

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source=pdf_text observed=2026-08-07T00:13:51.373793Z digest=sha256:48de5a26a74fa316976e261ddfb2a12cf33b3ff74c7c1f6098ce6e395bb69759

Observation c12c299a-8194-4fdd-928b-d321c851a2c7 · outbound

This paper cites RecurrentGPT: Interactive Generation of (Arbitrarily) Long Text.

OAgents: An Empirical Study of Building Effective Agents RecurrentGPT: Interactive Generation of (Arbitrarily) Long Text

Reference 38

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no resolver link, observed 2026-08-07T00:13:51.494717Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.494717Z digest=sha256:448a67bee51b8f6c52e97741bf506e793e3f5db56b5c25500c683763d295a868

Observation aa4feb40-a097-4dbc-ac34-d055ba8dc988 · outbound

This paper cites Agents: An open-source framework for autonomous language agents.

OAgents: An Empirical Study of Building Effective Agents Agents: An open-source framework for autonomous language agents

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:54.117434Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:51.656177Z digest=sha256:8deb9065fed816a76f70b956ee72e68629075587012a8b109081a90c7b8584bd

Observation e13ef49e-0936-4778-bcdb-029bb6b7089a · outbound

This paper cites Symbolic Learning Enables Self-Evolving Agents.

OAgents: An Empirical Study of Building Effective Agents Symbolic Learning Enables Self-Evolving Agents

Reference 40

Resolution
unresolved
no resolver link, observed 2026-08-07T00:13:51.869032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.869032Z digest=sha256:8360b3ae649c76bc8b3b378a6569d95f911f01564d1b964573c1ec272b47c085

Observation 924c4453-17dc-4848-b6f4-d32204b24415 · outbound

This paper cites ELSE if given task can be broken down into subtasks, you will: • Identify all subtasks needed to complete the overall task.

OAgents: An Empirical Study of Building Effective Agents ELSE if given task can be broken down into subtasks, you will: • Identify all subtasks needed to complete the overall task

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:53.857875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:51.984153Z digest=sha256:49ce74b660e2cf73d934051ca446f47e76d8c25da0caab57beeba45bf840b274

Observation fafbd3ef-9b3e-42a7-b2f8-9c659d3c622e · outbound

This paper cites **ST2:[Subtask Description].

OAgents: An Empirical Study of Building Effective Agents **ST2:[Subtask Description]

Reference 43

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:53.533831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:52.164480Z digest=sha256:882835b63f04aa2ab4436e7f8a94b8e998ae722a72dfa61d0fb1caf37aacddb8

Observation 0f674fae-4ac5-4b76-9f6c-6495a1129a75 · outbound

This paper cites Wait for ST[X] to complete.

OAgents: An Empirical Study of Building Effective Agents Wait for ST[X] to complete

Reference 44

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:53.241574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:52.268679Z digest=sha256:59050dc83e77b831ddaf953384374c41716768633150d8126ec3910ddda31329

Observation 1135642d-f588-4f14-81d2-c6e28ebb9f4c · outbound

This paper cites Problems.

OAgents: An Empirical Study of Building Effective Agents Problems

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-07T00:13:52.952564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-08-07T00:13:52.382791Z digest=sha256:43917ec6a0aff56e62050d15bc7eaa8fe632477f10754678f27f39953f351cee

Observation 633fa9d3-ef5b-491f-b70f-7b83f22c5e28 · outbound

This paper cites Agents: An Open-source Framework for Autonomous Language Agents.

OAgents: An Empirical Study of Building Effective Agents Agents: An Open-source Framework for Autonomous Language Agents

Reference 2023

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unresolved
no resolver link, observed 2026-08-07T00:13:51.773055Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-07T00:13:51.773055Z digest=sha256:64f864e09954cbe693649c5ca626e1525416d1eecae5acb620ea0d9f2767f6bc

Pith citing papers

Observation 38d0509b-bed6-4c1e-85a3-b505c1abfd2d · inbound

Deep Research Agents: A Systematic Examination And Roadmap cites this paper.

Deep Research Agents: A Systematic Examination And Roadmap OAgents: An Empirical Study of Building Effective Agents

Reference 143

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no resolver link, observed 2026-08-06T23:26:57.038651Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T23:26:57.038651Z digest=sha256:4dfc651c691976335e7e1cc805269c5965ddc50fff6dfb92061c84a13c983144

Observation 8aa57a3f-e075-4268-8be8-77b50d92301c · inbound

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization cites this paper.

WebShaper: Agentically Data Synthesizing via Information-Seeking Formalization OAgents: An Empirical Study of Building Effective Agents

Reference 19

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no resolver link, observed 2026-08-06T15:46:06.517754Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-06T15:46:06.517754Z digest=sha256:ef41239113ee0531aa1fc72999f8eba7239d87b7ad148bd948e4338ca0d6a9ec

Observation 9b65c159-bdc7-4a02-8fda-10dd6451f6da · inbound

Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training cites this paper.

Cognitive Kernel-Pro: A Framework for Deep Research Agents and Agent Foundation Models Training OAgents: An Empirical Study of Building Effective Agents

Reference 15

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verified exact
arxiv_id, observed 2026-05-19T01:51:57.862354Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-19T01:50:30.626249Z digest=sha256:6e2b4b2864d086004e5321ffda488ade3454e7daea48225a45a2b4999bcb2290

Observation b694e8be-fe4b-420f-9ab8-a041fcc3c6b4 · inbound

Efficient Agents: Building Effective Agents While Reducing Cost cites this paper.

Efficient Agents: Building Effective Agents While Reducing Cost OAgents: An Empirical Study of Building Effective Agents

Reference 6

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no resolver link, observed 2026-08-15T18:16:58.098537Z

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-15T18:16:58.098537Z digest=sha256:5fb4b3de46b74bab7a7259700a1b80af250c9e68214f1f6a9c26274473a65b62

Observation 703b22d4-151c-4059-879e-d92854343ae8 · inbound

WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent cites this paper.

WebWatcher: Breaking New Frontier of Vision-Language Deep Research Agent OAgents: An Empirical Study of Building Effective Agents

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-15T18:56:23.848489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-15T18:56:23.817544Z digest=sha256:dc3418f68b4513c397ae479976c289cdb8a00e305edd7f9d55f8bb1e3830098f

Observation bea47f24-507f-4a7c-aacb-ab5965079b03 · inbound

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL cites this paper.

Chain-of-Agents: End-to-End Agent Foundation Models via Multi-Agent Distillation and Agentic RL OAgents: An Empirical Study of Building Effective Agents

Reference 82

Resolution
unresolved
no resolver link, observed 2026-08-05T23:57:37.634454Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T23:57:37.634454Z digest=sha256:5ee7fc9b377243b18f08e0ed415716e4c7c34492c66fb4e4b923ba78bafc730c

Observation 9a6d389b-024e-4c88-b3ec-1592c6b15c37 · inbound

ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation cites this paper.

ToolSelf: Unifying Task Execution and Self-Reconfiguration via Tool-Driven Emergent Adaptation OAgents: An Empirical Study of Building Effective Agents

Reference 15

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no resolver link, observed 2026-08-03T03:30:06.646564Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T03:30:06.646564Z digest=sha256:214d4eef88429f296a9e25f99c2da3de8dec4b7ac8e6d848bc55c171a932198f

Observation dfc8d42a-dda4-4fb9-8e97-463134c52c78 · inbound

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies cites this paper.

EcoGym: Evaluating LLMs for Long-Horizon Plan-and-Execute in Interactive Economies OAgents: An Empirical Study of Building Effective Agents

Reference 44

Resolution
verified exact
arxiv_id, observed 2026-05-16T05:57:24.592377Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-16T05:53:29.860037Z digest=sha256:ee3047843701b992b074444a1e44c789c99cdfbdccbb102ea902052a57d48117

Observation 0601ba42-504c-42ff-b7f7-86680d6627e3 · inbound

Inference-Time Budget Control for LLM Search Agents cites this paper.

Inference-Time Budget Control for LLM Search Agents OAgents: An Empirical Study of Building Effective Agents

Reference 78

Resolution
verified exact
arxiv_id, observed 2026-05-11T19:31:07.878589Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-08T11:51:02.872129Z digest=sha256:9123369a6fbbec5cff597a60b62bab468608dda20023837d666a424fdb8ef608

Observation 4f8c48d2-936e-48ae-8c29-7a326fb2f776 · inbound

IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents cites this paper.

IdleSpec: Exploiting Idle Time via Speculative Planning for LLM Agents OAgents: An Empirical Study of Building Effective Agents

Reference 30

Resolution
verified exact
arxiv_id, observed 2026-05-22T06:24:40.474558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

source=pdf_text observed=2026-05-22T06:21:56.971204Z digest=sha256:468632eeb0de84e0552ace12c5fd2a478bbc996eb0d3ce18e67ee54659d3fcac

Observation 6df39a40-b9af-475c-8dc7-f291ec2cb39b · inbound

AgentCheck: A Reproduce-Intervene-Mitigate Workbench for LLM Agents over MCP cites this paper.

AgentCheck: A Reproduce-Intervene-Mitigate Workbench for LLM Agents over MCP OAgents: An Empirical Study of Building Effective Agents

Reference 21

Resolution
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no resolver link, observed 2026-07-14T07:06:37.817238Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-14T07:06:37.817238Z digest=sha256:00a2c8e996dfed97abf2cc56ca6e4f476f5c5ebe81403b4c4a77104d2baffafc

Observation 9094bdf8-1db1-4264-8932-e7b57c3c1a40 · inbound

AgentCheck: A Reproduce-Intervene-Mitigate Workbench for LLM Agents over MCP cites this paper.

AgentCheck: A Reproduce-Intervene-Mitigate Workbench for LLM Agents over MCP OAgents: An Empirical Study of Building Effective Agents

Reference 21

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unresolved
no resolver link, observed 2026-08-02T07:04:24.379776Z

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-02T07:04:24.379776Z digest=sha256:c697ef2d5e6d7167827215067b7d3c1e82528271f74999fec0b984916010afb9