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Paper Citation Record · LEDGER

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems

As of 6 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 2 inbound Pith citation observations for arXiv:2604.08963.

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

pith.paper-citation-record.v1
2604.08963 v2

Coverage vector

measured 28 of 28 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-05-10T17:25:01.741390Z

measured 30 of 30 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-05T06:32:48.257954+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-07-31T23:11:45.764306Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

28 of 28 outbound references displayed

  • verified exact20
  • verified fuzzy5
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch3

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d7938c51-39bc-417a-8d85-51572b561823 · outbound

This paper cites Measuring Implicit Bias in Explicitly Unbiased Large Language Models.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Measuring Implicit Bias in Explicitly Unbiased Large Language Models

Reference 1

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T06:51:28.926268Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:435831351e8047f8ad8fa3ad1feaf3d922352596dcdd9abf5f550f108e34d842

Observation 69b32145-2edf-4c71-815d-7af753352e17 · outbound

This paper cites Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Towards Implicit Bias Detection and Mitigation in Multi-Agent LLM Interactions

Reference 2

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:28.776076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:05d5281014b5383af1eb80965bc58258584101b8fff4ca641b3ad7756d804140

Observation 89b1dc33-6ce9-49f9-80cd-59f16e0f4504 · outbound

This paper cites Jwala Dhamala, Tony Sun, Varun Kumar, Satyapriya Krishna, Yada Pruksachatkun, Kai-Wei Chang, and Rahul Gupta.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Jwala Dhamala, Tony Sun, Varun Kumar, Satyapriya Krishna, Yada Pruksachatkun, Kai-Wei Chang, and Rahul Gupta

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T10:34:27.516221Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:e72253606bd78e76fd325312b8af3d4a032c4b3988abddb1f75ff889060d4396

Observation 46db8539-6c75-4392-bba8-058d7f28c0ff · outbound

This paper cites AgentScope: A Flexible yet Robust Multi-Agent Platform.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems AgentScope: A Flexible yet Robust Multi-Agent Platform

Reference 4

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:28.615203Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:dd173b683438e7e49448475c582d1ae351f133677d1d146f61bcaeea18d797b3

Observation 0bd4b7ed-f917-425f-a8cb-b71ad5b55a9f · outbound

This paper cites ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-05-11T08:08:10.048088Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:05ca6fea4cb31a926de63d5c895b2edd63bd5018759f8b53c7a2dd09b62c2914

Observation 03eb8335-a328-44f0-b48c-708415cba3e5 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 6

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:27.947353Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:62cd245b3ebbc0cc1cd2c499733e5a5160b5b03afdb91ff1996841272869ce78

Observation 1141db58-3cfe-4e5b-bc6f-3aeeb1bb0a18 · outbound

This paper cites GPT-4o System Card.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems GPT-4o System Card

Reference 7

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:28.304396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:29881aabde142760eb8d7d91c62e8ed6e6c06c172afd51104b655ab4406dc334

Observation 48937e7e-ba69-4277-800a-098aaa3d6ba2 · outbound

This paper cites MapCoder: Multi-Agent Code Generation for Competitive Problem Solving.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems MapCoder: Multi-Agent Code Generation for Competitive Problem Solving

Reference 8

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:26.609616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:5c1b4cc95236130a3c132d7410ae476a60bbbbdd5c3aa141c80e86d6d73c0568

Observation 211e72d8-803b-445c-b318-3a0a70e82414 · outbound

This paper cites Towards mitigating llm hallucination via self reflection.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Towards mitigating llm hallucination via self reflection

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T10:34:27.506355Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:37970bfc99c870d69c56ee6d5530b82ab678ed59a69af25e4690e37b8cd9c3f2

Observation b8d76d5b-4ab4-48cd-a4b1-b67c283820a4 · outbound

This paper cites HARBOR: Exploring Persona Dynamics in Multi-Agent Competition.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems HARBOR: Exploring Persona Dynamics in Multi-Agent Competition

Reference 10

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:27.839942Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:5ac32e8c0a5a0c8d99670679a7e6e9344c7dfed52158f0051eb0d88782ef405c

Observation 72c2962f-da77-4b43-a73c-70170e9decd4 · outbound

This paper cites DatasetResearch: Benchmarking Agent Systems for Demand-Driven Dataset Discovery.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems DatasetResearch: Benchmarking Agent Systems for Demand-Driven Dataset Discovery

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:28.066664Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:aadf4b2c1d0b9ceaa3355fe6a0cb2992362c2014b518b7ff181efb30c8a61f14

Observation 25f546a7-df3e-4b3d-b15c-5b6e6dc544ee · outbound

This paper cites AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems AgencyBench: Benchmarking the Frontiers of Autonomous Agents in 1M-Token Real-World Contexts

Reference 12

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:28.126290Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:7ad3ee00d9226247986dfe0f412e6b9d3b854af4a2c460587eb326c9a21e1624

Observation 8e79ece3-ca8d-4e49-aa3c-b7ba1efa113f · outbound

This paper cites DeepSeek-V3 Technical Report.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems DeepSeek-V3 Technical Report

Reference 13

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:26.461564Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:8189220754702a8c40a900d44066549167bf535f62549ea691241223fef9163e

Observation da35c767-df0d-4f8d-abbb-4e8227feca90 · outbound

This paper cites BBQ: A Hand-Built Bias Benchmark for Question Answering.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems BBQ: A Hand-Built Bias Benchmark for Question Answering

Reference 14

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T19:55:11.638110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:4142e8bac0ddd435536a79d9ca907056ba8cf9a50290c24ce129f5787d816a5a

Observation 092aeca1-275e-4cca-b55f-df2eb5d9fc89 · outbound

This paper cites Herding in humans.Trends in cognitive sciences, 13(10):420–428.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Herding in humans.Trends in cognitive sciences, 13(10):420–428

Reference 15

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T10:34:27.497633Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:bd874544a61efbf742f02267a0af9684ab16a6a8e2c6be0adc55cf1d662dfab1

Observation 4022ece5-0f58-4dc7-a27b-497f0083c23d · outbound

This paper cites Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrieval.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Bias Mitigation Agent: Optimizing Source Selection for Fair and Balanced Knowledge Retrieval

Reference 16

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:27.203269Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:ea5c243512e79bce5e1d44ab55162d3fdd891864699c37e69a9f858476c09168

Observation ac9b399c-7b2b-484e-88bc-5fdb8c44c118 · outbound

This paper cites Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Multi-Agent Collaboration: Harnessing the Power of Intelligent LLM Agents

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T06:51:27.346453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:ef3d2f993d15baf2f880d4e0ac685080827320d11f030d2b39e57fe6dcb230d3

Observation 81dc6918-8a1b-458c-b632-33058cc73759 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 18

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:27.645609Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:31c7810914d20acc66cd83e9ec5f54daf896d4f495904d5647d01547ae1e7aef

Observation a008f7e0-c7ca-4162-8eee-357d79557fcf · outbound

This paper cites Kimi K2: Open Agentic Intelligence.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Kimi K2: Open Agentic Intelligence

Reference 19

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:26.835352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:afa4437b03f2f7043dd8a3223dc4dae90015245d3199f2ceab03ee63f1c7520f

Observation a68e78f3-e2b4-4500-9c17-bc763927cf0f · outbound

This paper cites Innovatorbench: Evaluating agents’ ability to conduct innovative LLM research.arXiv preprint.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Innovatorbench: Evaluating agents’ ability to conduct innovative LLM research.arXiv preprint

Reference 20

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:27.114915Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:38ab8d1ca777460f71dbd42db1c80881be41a9996c8e49cacbc98d9a0be3041d

Observation e8deca76-bf6d-4cf1-b935-e6c172e4c202 · outbound

This paper cites Limi: Less is more for agency.arXiv preprint.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Limi: Less is more for agency.arXiv preprint

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:26.999900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:8f0456a5bc9e2bcbc5ba5a59870cbd7830ff4cb4453008f0ae79cca6749e9dab

Observation 7e481f38-1259-4c8c-8773-dbd62df3648a · outbound

This paper cites Qwen2.5 Technical Report.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Qwen2.5 Technical Report

Reference 22

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:27.161804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:4b22e6ba8319f7f228230b01b4a32c2c0a765f4a9345e242b073091839d03b75

Observation e978127f-5373-4e7f-b6ae-7fb29e0cd0e8 · outbound

This paper cites Qwen3 Technical Report.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Qwen3 Technical Report

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-05-11T06:51:27.506751Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:9c66a92287b7bd5f1d5e2578b6522913f62c8ee7b429811a28e96567e1c98976

Observation 1272bd49-7be5-4dce-b5a7-ec9985fab0fa · outbound

This paper cites Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Exploring Collaboration Mechanisms for LLM Agents: A Social Psychology View

Reference 24

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:27.192110Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:503cdf1caf560f843ea1faadbdfc98810261145d49b7da80a6c5bc72351c46f3

Observation 54a6cc62-cfcf-44d2-885d-23514c15be28 · outbound

This paper cites ChoiceProbabilities.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems ChoiceProbabilities

Reference 25

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T10:34:27.501746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:d46169a510709e343d04cda0dc04d1ff2cd1e6e5cf659b9d193eeba64167e2b4

Observation 5ea66a34-5ada-48f1-97ed-50ba2a353f74 · outbound

This paper cites } ‘‘‘ # Agent 4 Response ‘‘‘ {.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems } ‘‘‘ # Agent 4 Response ‘‘‘ {

Reference 26

Resolution
verified fuzzy
raw_fallback, observed 2026-05-17T10:34:27.510804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:f5bad0cf156a1f92a7703df7cf97358bcab5fcb20ef917a77a5037aae3fff8c4

Observation 232007f6-7bd1-4037-9cad-26b1346a6d83 · outbound

This paper cites an unresolved cited work.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Unresolved cited work

Reference 27

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:26.526161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:158cced771d828bbebbc1b12fbf3dc87f9912c84a4e82b45fd1dc95d06f3e48c

Observation a043dcb1-d61c-4f7c-8dbc-371cbda2f760 · outbound

This paper cites Bolded values indicate the most extreme bias, while underlined values represent the second most extreme.

Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems Bolded values indicate the most extreme bias, while underlined values represent the second most extreme

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-11T06:51:27.450358Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:1df0d33ad8ec222c8128ad5c97fd24e4ab3ef8d3e4c7387e5dcfac0d030938af

Pith citing papers

Observation e276cd2d-e8c0-4c6c-827b-9e9b657ed4be · inbound

The Cost of Knowing: A Resource-Aware Protocol for Benchmarking Hallucination Beyond Static Leaderboards cites this paper.

The Cost of Knowing: A Resource-Aware Protocol for Benchmarking Hallucination Beyond Static Leaderboards Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems

Reference 53

Resolution
unresolved
no resolver link, observed 2026-07-31T23:11:45.764306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T23:11:45.764306Z digest=sha256:d8a5f50de700a9314c405939b0c94436513b8444932a4d7992a427a05f6813bc

Observation 906a4c08-b8f1-486c-82f0-664b8e40fcf2 · inbound

LU-500: A Logo Benchmark for Concept Unlearning cites this paper.

LU-500: A Logo Benchmark for Concept Unlearning Aligned Agents, Biased Swarm: Measuring Bias Amplification in Multi-Agent Systems

Reference 33

Resolution
unresolved
no resolver link, observed 2026-07-31T23:06:22.929538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T23:06:22.929538Z digest=sha256:fc5eb77bf55741a0c0fdb1ce6e553af2cc22c36bc2ffa231355679e1e3fd83cc