Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
Paper Citation Record · LEDGER
As of 21 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 35 inbound Pith citation observations for arXiv:2503.08979.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-16T10:59:33.373618Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
0 of 0 outbound references displayed
External citation measurements
13
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
No outbound reference observations are available for this paper version.
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IRIS: Interactive Research Ideation System for Accelerating Scientific Discovery Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 17
Source-reported events for the cited work
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Observation 62952958-f72c-4c96-91dd-9241cd25de67 · inbound
Generative to Agentic AI: Survey, Conceptualization, and Challenges Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8936a9f8-635a-4f7c-8d55-aac0e214d8f7 · inbound
From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 854bc904-774d-4e2a-8f47-d54bc1d99ed1 · inbound
Scientific Hypothesis Generation and Validation: Methods, Datasets, and Future Directions Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 55
Source-reported events for the cited work
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Observation 0264c713-3cdc-4436-96ec-2652e63dd585 · inbound
From Large AI Models to Agentic AI: A Tutorial on Future Intelligent Communications Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 18
Source-reported events for the cited work
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Observation a8acdf7e-9d01-4b86-b006-8bc6d84d5f32 · inbound
A Grassroots Network and Community Roadmap for Interconnected Autonomous Science Laboratories for Accelerated Discovery Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 8
Source-reported events for the cited work
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Observation 234e949c-fd06-4f4c-8548-5c1b78c5926c · inbound
URSA: The Universal Research and Scientific Agent Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 7
Source-reported events for the cited work
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Observation db8e473e-b600-4e5b-b04b-3673f57626a9 · inbound
AI4Research: A Survey of Artificial Intelligence for Scientific Research Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 255
Source-reported events for the cited work
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Observation 8ecb03ac-a8ef-40f2-86e4-44e511ef0556 · inbound
Automating MD simulations for Proteins using Large language Models: NAMD-Agent Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 22
Source-reported events for the cited work
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Observation 21b6ad91-9d95-48eb-b446-d1587c4d0b09 · inbound
How Far Are AI Scientists from Changing the World? Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 44
Source-reported events for the cited work
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Observation 511c973b-e6e0-4ba6-ae1a-8898daf71d6b · inbound
Edge General Intelligence Through World Models and Agentic AI: Fundamentals, Solutions, and Challenges Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 47
Source-reported events for the cited work
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Observation 6b8d91f3-24c9-4c25-9829-ff155c080812 · inbound
LLM-based Agentic Reasoning Frameworks: A Survey from Methods to Scenarios Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 86
Source-reported events for the cited work
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Observation d2056ae9-d8e5-45bb-ac61-625c518fb8f8 · inbound
GenCellAgent: Generalizable, Training-Free Cellular Image Segmentation via Large Language Model Agents Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 9cbb9c7d-17cf-45e5-afc8-f3be41e45a13 · inbound
Agentic AI Security: Threats, Defenses, Evaluation, and Open Challenges Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 25
Source-reported events for the cited work
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Observation fa1043e6-b500-4bc0-b007-bde966c0b03f · inbound
The 2025 AI Agent Index: Documenting Technical and Safety Features of Deployed Agentic AI Systems Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 57
Source-reported events for the cited work
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Observation 6f9c03ff-e058-4d1a-9ad6-f621b3c674f3 · inbound
Prompt Programming for Cultural Bias and Alignment of Large Language Models Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 15
Source-reported events for the cited work
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Observation e18a3569-4d22-485a-9176-44a97e8b64a4 · inbound
In-situ process monitoring for defect detection in wire-arc additive manufacturing: an agentic AI approach Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 109
Source-reported events for the cited work
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Observation 82e3f5e7-f937-4c34-93ce-7ccd28217a93 · inbound
Coding-Free and Privacy-Preserving Agentic Framework for Data-Driven Clinical Research Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation bb7428b5-460d-4e59-bf6e-7c019ce4c4f4 · inbound
AblateCell: A Reproduce-then-Ablate Agent for Virtual Cell Repositories Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 36
Source-reported events for the cited work
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Observation 85e7c22a-d931-4d00-9563-a6978544fa03 · inbound
Towards a Virtual Neuroscientist: Autonomous Neuroimaging Analysis via Multi-Agent Collaboration Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 4
Source-reported events for the cited work
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Observation ba3bec90-9083-4418-84dc-bda9a3d5550b · inbound
Towards a Virtual Neuroscientist: Autonomous Neuroimaging Analysis via Multi-Agent Collaboration Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 4
Source-reported events for the cited work
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Observation 0761a9f5-51b9-44a6-a7ad-05975b0f7c34 · inbound
Towards a Virtual Neuroscientist: Autonomous Neuroimaging Analysis via Multi-Agent Collaboration Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 4
Source-reported events for the cited work
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Observation 7d6615e3-505d-450b-abdb-7be236fea8d9 · inbound
Train the Trainers -- An Agentic AI Framework for Peer-Based Mental Health Support in Battlefield Environments Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 8
Source-reported events for the cited work
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Observation 3a9892b4-747b-402d-b1a7-6cd6b6dc66a2 · inbound
Teaching Language Models to Forecast Research Success Through Comparative Idea Evaluation Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 1
Source-reported events for the cited work
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Observation 1737c47e-a596-4219-91ef-26b5e773be46 · inbound
AutoResearch AI: Towards AI-Powered Research Automation for Scientific Discovery Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 4a4f22ec-29da-421b-9e3a-a86f89ab5b41 · inbound
AutoScientists: Self-Organizing Agent Teams for Long-Running Scientific Experimentation Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation e64533b0-0157-454d-afd9-fb19002e73e9 · inbound
Validation-Gated Multi-Agent Governance for Online Adaptation of Thermal-Hydraulic Surrogate Models under Operating-Regime Shift Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.
Observation 5b2fb1b7-1580-4928-bca1-12db9b9cb440 · inbound
Toward decision-aware AI for LSST-scale time-domain astronomy Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 23
Source-reported events for the cited work
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Observation 1a195998-a7d6-4128-9d46-013431692892 · inbound
Benchmarking AI Agents for Addressing Scientific Challenges Across Scales Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 2
Source-reported events for the cited work
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Observation 2eeaae1b-31ee-4ff3-93d9-e7ec40c1d2b0 · inbound
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Reference 111
Source-reported events for the cited work
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Observation eeffbe96-a00b-4312-9e84-fa20f42ab2ba · inbound
Thinking Like a Scientist? A Structural Study of LLM-Generated Research Methods Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 6
Source-reported events for the cited work
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Observation 6c18e75c-4d0c-4209-8242-6bb372feb993 · inbound
Agentic Orchestration of HPC Applications in Cloud Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 13
Source-reported events for the cited work
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Observation 7b9a39ba-8452-422d-a49a-683fe29bc664 · inbound
Networked Intelligence: Active Shared Context Graphs for Human-AI Team Science Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 14
Source-reported events for the cited work
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Observation c5a3c3a1-80b6-4f54-946b-1fd82b9e3bbb · inbound
An Agentic Interface for End-to-End Probabilistic Seismic Hazard and Risk Analysis Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 18
Source-reported events for the cited work
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Observation a37d57b5-e722-46df-85cc-9bfb6718105a · inbound
Agent Security Needs Redefinition through a Holistic Framework Agentic AI for Scientific Discovery: A Survey of Progress, Challenges, and Future Directions
Reference 260
Source-reported events for the cited work
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