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Paper Citation Record · LEDGER

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

As of 1 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 2026-08-01T06:32:01.292127+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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:16c2224a7095dd242296400b01ceecd9467a1b44cb513d476ac55bbb200f5e36

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:4904a1ec6e688632b7441a4242a869647b1669a94b17c886320b213f0daeaba0

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:e95b8546223f417abee4c9283052f671fb69366f5da2e406a56a48e89c6739ea

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:dd11fa83481ab69a53245d96c7366bf17015ed71b71ccc355a3322249296c84e

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:a3e23873a800234a117eb0629c2bc56d61029216da861578b87068d946d51081

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:738ed8c51f57560c4bf3992c4e2ae17a36a986342294b3e77f35852f8d4d19dc

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:b0c7982b6361d1c84f2da7b3ff0152b6b0836966924e186059e7c5671c758653

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:74561da5ff6a1b791645c6f7458939b445b5583e4c0c3f18be048f27d6dd175e

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:bbb56f51048de9df4ef3cf9a9f7e568637380672d4a3b14f08c03e078332ee95

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:6d8a7510a2d402d30cccc8e7b1770a3c27d47071500ecc039cda12654c598c05

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:2db0c73d1aebffeff7aa53fa6f5b83d9a319ce860f8e1595716a781bab3704af

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:15e0ec3101309f83d7358d2e126e57005d42d5047218a0d36b8dbc43cfe2ec18

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:b66cf9135d08e43bf0a43af70c5765aaf43426cb9b83c0c8105a6bccfb0c9951

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:116966ca73170791fe78a18ff3a77dd58fc30b6c61ab90256fe9979c8f6fafd1

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:d60dd48a587f628dd6be5aee438d191fb9a601a9e6bbe4a6d44158a2fca6ad09

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:2a86e7edd4a85887507019760027284f08e0b61ec2f9a46d1c1e813631774545

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:a232cf8d393363a79630ce1bffb7caa310d6f643950c45dbbca184e98bc91f1b

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:5839a16bc172cccf269c66a1290e709cd298a2fd29a83b71a874c7f63dcc76f7

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:4cb8fe571a264d91c16474f350d7b11f711c4ee355e6c241b28a4df98b536b0b

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:d981c2ed01616e25f04d9e174540e9ca747f8422b90380c9a7c2a3f5c09ac68b

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:d59634aecdda9d77ad8e84b8ca5497a30bc3b90f07fda53e2261b766007d5a73

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:08d517f7280d4d0c363e593e2bfeea38e1ca800e55bb0c4f69812debbf2164e9

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:0f107bf18a6c4746638e80c76c6cffdb19f2bd4091fbc1d13aa01ee2de256220

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:5940a0ccfa9b91504eeefd5973c162e030fb4fb5e02017f006566de04931a064

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:6204370d9e0acd9e2d9e9e05054c58edb93dde9952a513774ed94c8499367635

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:6c55bbb2d7a04eac741571b27aaf1df3d81066c2d061ddc57e76c5ddef114fed

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:859558ba562e2327a1536add3c7a18796a6ece81843fba2ea2cee89aedd14ea3

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 2026-08-01T06:32:01.292127+00:00.

source=pdf_text observed=2026-05-10T17:25:01.741390Z digest=sha256:54dd0024a12aa709ac712a35cab0d985fa016b1f0df7564bc7e282bce0072974

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:aa67adfa9f8463201cf48b0d5736c8b402f1c043af41f05ac7e9db04d57ae747

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=sha256:31b73a5ee2ef4561ed07633f63f545fb156000d449139b2f9da94f854cdc04fc