Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-06T20:02:32.893126Z
Paper Citation Record · LEDGER
As of 17 August 2026, this Paper Citation Record lists 62 of 62 outbound references and 4 inbound Pith citation observations for arXiv:2507.04053.
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, observed 2026-08-06T20:02:32.893126Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-04T13:51:32.312021Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-25T07:15:27.798768Z
62 of 62 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 4963950b-9f7d-4d12-b15a-5a758f04b147 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e7163851-342e-4cb5-9387-fe01d648d870 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qi and S.-C
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 549a621d-ec68-433d-8c9f-47121828599e · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Kitagawa, M
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation f4ce4f06-c919-4cdd-92d7-9367236ba7af · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 6842679f-31fb-47bd-a6ca-3efff6f4cf88 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Bradlyn, L
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3e06c5aa-8d5d-4a97-9a9a-32db89e9480c · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d185a9c4-b654-45bb-9736-ad0e1ca3db76 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Fu and C
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8d0427ff-bf6c-48c4-99df-e44ab0a65965 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Vergniory, L
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation a8ad9111-c879-4a08-8e33-ed4784d1e91f · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Armitage, E
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 75767573-9e4c-4b3b-8800-3be60f73117d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Zhang, Y
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 366760ec-015b-4b59-9611-6fe52babd61a · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 209499d0-e82c-4a05-a96c-017a868ae38a · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Crystal Diffusion Variational Autoencoder for Periodic Material Generation
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29bc90e9-5b2b-4a70-bd53-5a27d4148382 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8d893faa-fd80-45f6-a02a-b1f0512c7a42 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Space Group Constrained Crystal Generation
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feac01b1-1228-433e-85ee-c8f829c15901 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c9ff0610-1958-4469-b0b2-5ce0ebd11177 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System MatterGPT: A Generative Transformer for Multi-Property Inverse Design of Solid-State Materials
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ec0214a6-3953-499f-9ed1-04379d60632b · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Language models can generate molecules, materials, and protein binding sites directly in three dimensions as XYZ, CIF, and PDB files
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb2be7f1-12df-4285-a3eb-93a534b50748 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Sriram, B
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation dcab2203-ab77-48b0-bb86-2146933bbb0d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 0c674f3c-98e9-4abb-9ad2-40c30b8b7bdb · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 71bc64c3-498c-4264-8d51-e2b7956e0992 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ye, H.-M
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 5f372e60-ba85-4773-b074-f63330bd7e20 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 22
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 94ce0fca-2746-43a3-8d67-b452c790d23e · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System VQCrystal: Leveraging Vector Quantization for Discovery of Stable Crystal Structures
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation abba90b6-58c5-48a3-a8ce-9d05b33c3b39 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Cao and L
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f98f0552-a784-410e-ae3e-333c91681e14 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Active Learning for Conditional Inverse Design with Crystal Generation and Foundation Atomic Models
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bba303a6-bdb6-4a40-ad60-298d0983ebd5 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Multi-property directed generative design of inorganic materials through Wyckoff-augmented transfer learning
Reference 26
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation aeee8bf4-f13b-48b3-9a78-01a6f4a71a6e · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8a323307-7f1d-41db-a025-ff7b8046c52d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 28
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 89b0c055-011a-447b-ac17-020406719091 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System All-atom Diffusion Transformers: Unified generative modelling of molecules and materials
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1ce8d8e7-e718-4826-882a-b45443210dbd · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 30
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 194ecd89-65ef-41d3-abb6-708585322e7d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ecdee4d9-3610-4d9f-adeb-aa7fb0042333 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 21621bd4-a4f1-40a6-928e-30402a2fbc37 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e37e3f18-19b0-4009-a007-e7683ccca334 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Materials Informatics Transformer: A Language Model for Interpretable Materials Properties Prediction
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8a7055aa-f957-4655-8c5a-505963c840e7 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67075720-0098-446a-8fe5-ab694bfb06bd · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction
Reference 36
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 65f71517-8d93-4fef-a68e-98d57de3dd63 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System DARWIN 1.5: Large Language Models as Materials Science Adapted Learners
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0877340b-5689-4128-8640-fe6b1e69dc85 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ansari and S
Reference 38
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b9dd67aa-ce1d-45ca-ac67-0ae245f9033a · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67bbc86c-d61e-4fde-a705-26b18451a72d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3882a75a-94c3-4836-9301-45ac3f86ddf6 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3b32c7e-6503-4a5f-95e8-315e02ae71ce · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Bazgir, Y
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b8bf6174-49ac-443d-a958-672d6678fb26 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a5d087d-414e-4b25-9d97-2f29e822881a · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System MatPilot: an LLM-enabled AI Materials Scientist under the Framework of Human-Machine Collaboration
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eb4bba6-cb6a-499b-b851-6546e042ccb3 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ni and M
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 885f3242-8e23-47eb-b5ad-53c0ef6061ed · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e9b5d6c7-d218-49a7-afa1-711ca1984793 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation bbe35879-c1f1-445e-9ac2-821c5e7cd3f8 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System GPT-4o System Card
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea6c6ad1-35c9-4098-8711-7efa696b4818 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation b7d487f1-dd1a-4369-9c8f-219ea8e87efe · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qwen2.5-VL Technical Report
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bbfe52b-e88b-419d-9b07-72c338e5a3ae · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Hafner, Journal of computational chemistry, 2008, 29, 2044--2078
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e8a4d731-a764-4369-b62a-2ed782572e49 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 52
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 907c9da4-a67e-44a8-a682-38b3fdd09440 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Mavroudis, Preprints, 2024
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation d10d1e04-4dd0-46f6-a83b-dcee7add060c · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation e716464e-db31-4bca-a08f-d48f8d31bd7d · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 3b78ea3b-9fef-4164-9496-f03194b4f723 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 56
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation eb88f493-a7ca-4a95-9dc5-bd65dd57d843 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation ab4d7ed3-97a9-4f93-98c3-b8a28327de12 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System DeepSeek-V3 Technical Report
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c2a71b84-07cb-44b5-b8b8-fb73e246c707 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qwen3 Technical Report
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c351218-265f-4be1-9b5c-79b63e566aeb · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System Choudhary and B
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 8428d115-f99f-42db-9fa0-c20c6c40733e · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f2bbd85c-2ce5-42d3-8b07-2a822d76a5b1 · outbound
TopoMAS: Large Language Model Driven Topological Materials Multiagent System write newline
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6bd185e8-9b77-4b1d-97f4-7630c2d7ace8 · inbound
Agentic Exploration of Physics Models TopoMAS: Large Language Model Driven Topological Materials Multiagent System
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 253d6591-9758-4753-93fd-54335fdcb686 · inbound
El Agente Quntur: A research collaborator agent for quantum chemistry TopoMAS: Large Language Model Driven Topological Materials Multiagent System
Reference 55
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 20b4694d-0bb5-42e6-954d-8bbe0dba3e97 · inbound
MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration TopoMAS: Large Language Model Driven Topological Materials Multiagent System
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.
Observation 95584a60-5621-466c-8320-0a9be2876d43 · inbound
MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration TopoMAS: Large Language Model Driven Topological Materials Multiagent System
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.