Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:54:12.562988Z
Paper Citation Record · LEDGER
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments
As of 10 August 2026, this Paper Citation Record lists 91 of 91 outbound references and 4 inbound Pith citation observations for arXiv:2507.01485.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-03T01:42:59.277347Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-25T04:50:22.053584Z
Reference resolution
91 of 91 outbound references displayed
- verified exact0
- verified fuzzy10
- unresolved80
- parse uncertain1
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 2ff2e744-93d8-4b21-bc71-b1a89a28ef73 · outbound
This paper cites BioPlanner: Automatic Evaluation of LLMs on Protocol Planning in Biology.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments BioPlanner: Automatic Evaluation of LLMs on Protocol Planning in Biology
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:58.925769Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57605b14-f1e2-47ea-93b8-ff636dda881a · outbound
This paper cites CRISPR-GPT for Agentic Automation of Gene-editing Experiments.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments CRISPR-GPT for Agentic Automation of Gene-editing Experiments
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:58.983564Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6258156-1397-48ee-b863-4a7de03df3cd · outbound
This paper cites & Fakhruldeen, H.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Fakhruldeen, H
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.066171Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8eb082b8-77e1-4f59-853e-35272bab87d2 · outbound
This paper cites & Davies, J.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Davies, J
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.148535Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d033482-c4a8-4620-b7e7-70ebace43ab8 · outbound
This paper cites et al.Open-source personal pipetting robots with live-cell incubation and microscopy compatibility.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments et al.Open-source personal pipetting robots with live-cell incubation and microscopy compatibility
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.231805Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cf7ba23f-bff3-4a1e-8e81-6f54e7b9aca2 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.296723Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a4a58792-9f13-4d3f-9fc3-7ee65c144424 · outbound
This paper cites & Ozaki, H.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Ozaki, H
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.372402Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 485f599c-c0f5-4cf7-b606-87d236371109 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.487653Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c8c9b1af-2937-4abe-9f4e-708b44610b47 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.560726Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe90198b-dd2c-4550-99bd-5acffb4b805f · outbound
This paper cites Rebia—robotic enabled biological automation: 3d epithelial tissue production.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Rebia—robotic enabled biological automation: 3d epithelial tissue production
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.643422Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2704f110-e8fc-44ef-b34f-27df3fc6da32 · outbound
This paper cites & Natsume, T.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Natsume, T
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.715949Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03562752-2e98-4e34-aa2d-a451ee9b84f9 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.784040Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 06db896a-a176-4e4e-844a-ea6f38823c12 · outbound
This paper cites & Zhao, H.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Zhao, H
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:53:59.867415Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 38cf2f33-aade-42ec-a123-518ee4615893 · outbound
This paper cites & Lee, P.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments & Lee, P
Reference 14
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:30.363263Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation fb2f3506-ad1c-477a-9539-8f95ee1b9782 · outbound
This paper cites Automated sample preparation with sp 3 for low-input clinical proteomics.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Automated sample preparation with sp 3 for low-input clinical proteomics
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:30.065448Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 47d25e79-f275-4162-9f80-fa5d953fa821 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 16
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:29.846940Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 159cc53f-a6a5-4ab0-ac7f-210b7570ae62 · outbound
This paper cites BioRAG: A RAG-LLM Framework for Biological Question Reasoning.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments BioRAG: A RAG-LLM Framework for Biological Question Reasoning
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:54:00.252426Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa718a2f-f3f8-4bca-a48b-20d3dd7b4efd · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 18
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:29.645095Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 74876abe-49fb-4b7c-aa1d-a3831a5260b1 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 19
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:29.371410Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 544795b3-be38-46f8-a0eb-9c499d7e01a2 · outbound
This paper cites A., MacKnight, R., Kline, B.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments A., MacKnight, R., Kline, B
Reference 20
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:54:00.924139Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef1c21ab-20bb-47fe-be44-6ccd57880793 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 21
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:29.116534Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation de7d2f6c-f833-49db-9d9e-a655e1a54332 · outbound
This paper cites MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments MiniGPT-4: Enhancing Vision-Language Understanding with Advanced Large Language Models
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:54:01.320939Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 46464e8f-73da-4af8-bea3-af94f8bc3b4b · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 23
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:28.889998Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 432f6ed7-0240-4073-9ecb-2ccc9a8f4e91 · outbound
This paper cites Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Agentic Retrieval-Augmented Generation: A Survey on Agentic RAG
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-06T20:54:01.749906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 16c056e5-e800-48dc-9171-6a166699a156 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 25
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:28.621773Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 7f45028a-32b4-482f-84d8-8dba3dd7b1ed · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 26
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:28.391691Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 570f6e8c-704d-4347-b9ec-6b7a644eabaa · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 27
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:28.135684Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 28adac22-9d7b-4947-8849-1d5891aa0246 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 28
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:27.889168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 201cf2a7-e64b-4e9d-8d3b-48866fb129e8 · outbound
This paper cites H., Bentley, J.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments H., Bentley, J
Reference 29
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:27.658154Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0db833c0-c1df-47a5-9be6-0179001b1761 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:27.427626Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0ac7fbc5-f7c4-4478-a4b8-36b276d6c70d · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 31
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:27.184201Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 01cace7c-7805-4415-8d54-004d3e7487e8 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 32
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:26.964644Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 42856a2a-bc5c-46fe-9068-00d805dcfbdc · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 33
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:26.738503Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 0d1326fd-238e-4aa7-923e-47ddd9742fb1 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 34
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:26.533005Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8bc08c03-0f60-45c4-86f7-bf4d32bb743c · outbound
This paper cites Each question uses the same format, with the only variation being the **cell type name**:.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Each question uses the same format, with the only variation being the **cell type name**:
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:26.292333Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c750818d-5596-468b-8468-d005f60babef · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 36
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:26.148270Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b17d28ba-807d-45bd-92b7-15167c2266c3 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 37
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:25.909802Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation e5728396-987d-4106-8f38-3cd20f33d102 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 38
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:25.682340Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 9d980039-7e6a-462a-9449-eb6356e427eb · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 39
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:25.456364Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation af609f05-1a4c-4a92-939b-638556bc6c32 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 40
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:25.244195Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 43a9bd74-a326-4ffb-bf0e-36ba981e1e0f · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 41
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:24.950543Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d0403bb0-6302-43a3-a306-9c9b3b20bc94 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 42
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:24.708326Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6e3e540b-b87f-4ac5-9a38-d11d2e7d8947 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 43
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:24.437851Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b611dfea-9f84-49d1-959d-c0e66522eb82 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 44
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:24.206393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 252362c7-911c-4bad-b3b6-db9fa5ce174c · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 45
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:23.904931Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 645e816b-7394-43db-b368-4f64bc9bdd1b · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 46
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:23.613132Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 12810cae-dc3d-481e-8f57-21afad9d951a · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 47
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:23.385638Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4e598603-ed2e-4539-b3de-75458b932615 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 48
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:23.143556Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5c36d87-bc50-42ab-a50d-6176df994b9a · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 49
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:22.859657Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 22cf702c-9bb3-45ca-883f-0e7de7414faa · outbound
This paper cites Reason: • Includes precise volumes (10ml PBS/10ml medium).
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Reason: • Includes precise volumes (10ml PBS/10ml medium)
Reference 50
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:22.640211Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 11ab68eb-67d6-42b6-9a23-66c4c1be53f3 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 51
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:22.423632Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c632f6a2-2518-44ab-b595-315f3cd3a359 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 52
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:22.208375Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 1a8e2403-55c9-46c9-bd77-93db166cd047 · outbound
This paper cites Repeat PBS wash.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Repeat PBS wash
Reference 53
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:21.963884Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 746cf883-538a-45ad-b4af-09f3a5b81c5f · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 54
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:21.733273Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ed06dbff-e8ae-4118-bb30-e79af132eeaf · outbound
This paper cites Reason: • Steps are operationally correct but omit critical medium composition details (e.g., ”DMEM + 10% FBS”).
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Reason: • Steps are operationally correct but omit critical medium composition details (e.g., ”DMEM + 10% FBS”)
Reference 55
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:21.536553Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4dfa264d-ed54-475e-8f9a-f370dfa6875e · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 57
- Resolution
- parse uncertain
- raw_fallback, observed 2026-08-06T20:54:21.066855Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f305e2bb-db69-4335-b90b-9a3eb1f62e80 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 58
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:20.835618Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b80f20e4-1662-4a6f-9bd7-febd801a6432 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 59
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:20.637418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f1d8ec76-4aa3-4952-8230-0c9d8d58aa46 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:20.425384Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 24b15c6f-cadd-462e-9935-546ad7218931 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 61
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:20.167904Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c0a7844f-055c-4bc9-b957-7693a4b7ac7c · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 62
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:19.958937Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c5d0ad2b-3c54-4d78-a511-db19e5a724e6 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 63
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:19.658667Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2e55e037-e4ba-45a1-8a85-0940b62609a4 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 64
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:19.449234Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 53c2e4a8-9f58-4491-b05c-03fe1a370eee · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 65
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:19.183469Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 19acd501-6e75-4dba-a11a-2b9a0544592e · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 66
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:18.922097Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation a32f7d32-b1a5-407b-9645-5f613937b73d · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 67
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:18.681940Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ef127934-d9b0-4da0-8efd-31d59e86684d · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 68
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:18.403945Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 97f0f8be-ba03-495a-8359-865261d0efac · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:18.189021Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 5d3d355c-98e4-4e97-9384-0545619d2253 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:17.956504Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 97b21998-341f-4b74-9d28-4d48cf3d4113 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:17.749209Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c461a4e4-c5aa-4054-87d5-5664966a3432 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:17.458138Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 011fc1bb-bbbf-4371-aaab-9ef8375f8e70 · outbound
This paper cites Reason: • Specific details are lacking, and there are issues with parameters such as centrifugal force.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Reason: • Specific details are lacking, and there are issues with parameters such as centrifugal force
Reference 73
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:17.236963Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c8d67189-4041-4128-8be3-73c0b428ea1b · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 74
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:16.967596Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 45f268b7-645f-4ebf-8b3a-621f2c501edb · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 75
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:16.715446Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 041bd3a6-4cfe-4c95-b041-63374cac8c68 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 76
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:16.461055Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 6be19101-f98d-4491-8152-1fb2de590194 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:16.253129Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ab57939e-36d0-4d9f-98c7-9e596e9c1d5a · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:16.045102Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b3708491-86b2-4e37-869b-c6c63bcfcf1f · outbound
This paper cites Reason: • Includes irrelevant steps for HepG2 medium change (e.g., trypsin digestion, cen- trifugation, subculturing).
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Reason: • Includes irrelevant steps for HepG2 medium change (e.g., trypsin digestion, cen- trifugation, subculturing)
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:15.782699Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2a8b276a-39ae-4194-9a9e-fcecbd66d997 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 80
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:21.308560Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 2e5db489-b4ef-4120-808c-426e863eed92 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 81
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:15.520891Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 4846a0a0-319d-480e-a63d-8e398a73b32d · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:15.262500Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation b215f3c7-b348-48c2-bed1-d99efe763f93 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:15.051875Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 8b33f723-faa9-4004-ad12-26baa9056006 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 84
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:14.837568Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 51f1c5dd-093a-45ff-933b-ffdf89d86bff · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 85
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:14.590169Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 83c95d9a-d008-4297-9a42-786799102cbb · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 86
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:14.402951Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation ae00aecb-8957-472a-b5fc-02f641cfd74e · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 87
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:14.142916Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d1fc82ca-6bad-4c23-9f52-a49d809a03e9 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:13.911737Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation d539fd3e-6123-4ac2-a819-708214513958 · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 89
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:13.655838Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c3f2cc58-7c88-4da9-9113-a10e867d661d · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 90
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:13.406863Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 748d1406-5ac7-4e2f-9373-fb443bb4398c · outbound
This paper cites an unresolved cited work.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments Unresolved cited work
Reference 91
- Resolution
- unresolved
- raw_fallback, observed 2026-08-06T20:54:13.161210Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation 194c5dc6-bf20-486c-9065-37c7342f462b · outbound
This paper cites PBS", float volume, string container) Aspirate a specified solu- tion and add it to the designated container. liquid type: The type of the specified solution (default:.
BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments PBS", float volume, string container) Aspirate a specified solu- tion and add it to the designated container. liquid type: The type of the specified solution (default:
Reference 92
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-06T20:54:12.885389Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Pith citing papers
Observation 65fff8bf-cb78-427c-a404-1b0d5cf10e62 · inbound
CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models cites this paper.
CellScientist: Dual-Space Hierarchical Orchestration for Closed-Loop Refinement of Virtual Cell Models BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments
Reference 9
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T04:45:56.577682Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation f12ae461-a18e-4da0-9c50-18512f1086e7 · inbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery cites this paper.
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments
Reference 160
- Resolution
- verified exact
- arxiv_id, observed 2026-05-25T04:50:22.057897Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.
Observation c239895b-1151-4306-a928-3469f6ee0f62 · inbound
LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents cites this paper.
LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-01T03:18:41.176629Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3789005c-8d74-4afc-bf28-c822fadf8e5c · inbound
LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents cites this paper.
LabEvolver: Training-Free Experience Evolution for Safe and Grounded Wet-Lab Agents BioMARS: A Multi-Agent Robotic System for Autonomous Biological Experiments
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-03T01:42:59.277347Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.