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Paper Citation Record · LEDGER

TopoMAS: Large Language Model Driven Topological Materials Multiagent System

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.

pith.paper-citation-record.v1
2507.04053 v1

Coverage vector

measured 62 of 62 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:02:32.893126Z

measured 66 of 66 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 4 of 4 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T13:51:32.312021Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-25T07:15:27.798768Z

Reference resolution

62 of 62 outbound references displayed

  • verified exact9
  • verified fuzzy15
  • unresolved38
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 4963950b-9f7d-4d12-b15a-5a758f04b147 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 1

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.872946Z

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.

source=arxiv_source observed=2026-08-06T20:02:28.891226Z digest=sha256:14d2461a5db746df9a0dfdceb56ea030e6631e0b5000a3cc1f220453d712a990

Observation e7163851-342e-4cb5-9387-fe01d648d870 · outbound

This paper cites Qi and S.-C.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qi and S.-C

Reference 2

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.865203Z

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.

source=arxiv_source observed=2026-08-06T20:02:28.929077Z digest=sha256:7ab36594d57a96d3fb8737b3c6d2b6b1733c81708b85192e8280798ecbfe5237

Observation 549a621d-ec68-433d-8c9f-47121828599e · outbound

This paper cites Kitagawa, M.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Kitagawa, M

Reference 3

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.857937Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.002657Z digest=sha256:71b5a80c769e3247c9c8363c04c02771e83cf3e6eecb2c0d0b43afbc4ad9bf3e

Observation f4ce4f06-c919-4cdd-92d7-9367236ba7af · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 4

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.850356Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.097418Z digest=sha256:e23698f4e7d1fba4100ca19de247b68504bbd8e5975ddf9a21746f88d38ababc

Observation 6842679f-31fb-47bd-a6ca-3efff6f4cf88 · outbound

This paper cites Bradlyn, L.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Bradlyn, L

Reference 5

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.842841Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.116968Z digest=sha256:0951be0d836fb86e2df53ce95d4bf5250fe26bff734cf3ed741eb774b02d86d2

Observation 3e06c5aa-8d5d-4a97-9a9a-32db89e9480c · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 6

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.835360Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.165359Z digest=sha256:a118f2e79aa2e6091bc7fce5bbf22ce1790cb899bfb797af154d4f0e17bee1e8

Observation d185a9c4-b654-45bb-9736-ad0e1ca3db76 · outbound

This paper cites Fu and C.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Fu and C

Reference 7

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.828026Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.240420Z digest=sha256:f444bde4c38f5561a64519b616ad64754239bc65ce3fa6cd22338e05ac96a922

Observation 8d0427ff-bf6c-48c4-99df-e44ab0a65965 · outbound

This paper cites Vergniory, L.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Vergniory, L

Reference 8

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.820823Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.293211Z digest=sha256:53e2010dff22ebf767a0183ce2e01a27bf86fe49c2de4eba8e9bfd46c1bf1a23

Observation a8ad9111-c879-4a08-8e33-ed4784d1e91f · outbound

This paper cites Armitage, E.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Armitage, E

Reference 9

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.812954Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.356543Z digest=sha256:620f0cb66cb18d8a67025553ddab15c3d6315ed694ab6d844a634aada17d62c4

Observation 75767573-9e4c-4b3b-8800-3be60f73117d · outbound

This paper cites Zhang, Y.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Zhang, Y

Reference 10

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.805548Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.422160Z digest=sha256:0ccb47027914e9ab92877686f8e1e78fc01ebfde1218a12afefd4748a67a2997

Observation 366760ec-015b-4b59-9611-6fe52babd61a · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 11

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:29.492213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:29.492213Z digest=sha256:d2a56fc339e3e4e8e9056bc646c6f58372fa54494ceaf83117b94ece67f94ccd

Observation 209499d0-e82c-4a05-a96c-017a868ae38a · outbound

This paper cites Crystal Diffusion Variational Autoencoder for Periodic Material Generation.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Crystal Diffusion Variational Autoencoder for Periodic Material Generation

Reference 12

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:29.571484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:29.571484Z digest=sha256:ebd917a9169f2bd334d95bfbf8de10ed5d6f7be5f7f5060cb88ff030019afb3a

Observation 29bc90e9-5b2b-4a70-bd53-5a27d4148382 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 13

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.798282Z

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.

source=arxiv_source observed=2026-08-06T20:02:29.658423Z digest=sha256:680af7d90d77c22da2aafef771e8710b9e88251d4cfd9340c14048055d6e67b0

Observation 8d893faa-fd80-45f6-a02a-b1f0512c7a42 · outbound

This paper cites Space Group Constrained Crystal Generation.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Space Group Constrained Crystal Generation

Reference 14

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:29.777293Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:29.777293Z digest=sha256:762c6aecbfc9bec1bb1dce949294387f0b6333debb5ca969dff0f41859fb7cc6

Observation feac01b1-1228-433e-85ee-c8f829c15901 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 15

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:29.844948Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:29.844948Z digest=sha256:10e181ceee84af285769fcfad809673eed9eb1b436e17d317f6c318b00be89cd

Observation c9ff0610-1958-4469-b0b2-5ce0ebd11177 · outbound

This paper cites MatterGPT: A Generative Transformer for Multi-Property Inverse Design of Solid-State Materials.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System MatterGPT: A Generative Transformer for Multi-Property Inverse Design of Solid-State Materials

Reference 16

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:29.937639Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:29.937639Z digest=sha256:aef8ad473ac40d34a3701561561901bc5b2708d8567238104aeebe078189d7f1

Observation ec0214a6-3953-499f-9ed1-04379d60632b · outbound

This paper cites Language models can generate molecules, materials, and protein binding sites directly in three dimensions as XYZ, CIF, and PDB files.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:30.006788Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:30.006788Z digest=sha256:f53db98a020f445bd1e8f9701544e01344887e1dd6f7277e20e9cdf95558eeef

Observation eb2be7f1-12df-4285-a3eb-93a534b50748 · outbound

This paper cites Sriram, B.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Sriram, B

Reference 18

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.790853Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.052729Z digest=sha256:052cf694d98d6840e18647b7e4b73cf386f466567dab6f6c703cf6b893e1164a

Observation dcab2203-ab77-48b0-bb86-2146933bbb0d · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 19

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.783294Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.170383Z digest=sha256:606154b49264523204ccce996c30f0d791f606f88737a3743fbc1178e2edc513

Observation 0c674f3c-98e9-4abb-9ad2-40c30b8b7bdb · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:30.215425Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:30.215425Z digest=sha256:ef245da7158a24630cff2f615ca50bc82a92a81a41fc3f33d6f93b368528f1e7

Observation 71bc64c3-498c-4264-8d51-e2b7956e0992 · outbound

This paper cites Ye, H.-M.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ye, H.-M

Reference 21

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.775861Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.337970Z digest=sha256:f46ff844b410ddf1b3f18b43a17fc7f3c83ce1d648ec7943e35b70e3e45c562e

Observation 5f372e60-ba85-4773-b074-f63330bd7e20 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 22

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.768573Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.384662Z digest=sha256:02d4e8d0289dcd5140c584911e1d3dc9bdcb457710df3b680f9ec66e3d926cb6

Observation 94ce0fca-2746-43a3-8d67-b452c790d23e · outbound

This paper cites VQCrystal: Leveraging Vector Quantization for Discovery of Stable Crystal Structures.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System VQCrystal: Leveraging Vector Quantization for Discovery of Stable Crystal Structures

Reference 23

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.389059Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.464155Z digest=sha256:dcb90c0cf9005f310a565ad38756666f0a35422cdd999cbbb1222dc95ec73f2e

Observation abba90b6-58c5-48a3-a8ce-9d05b33c3b39 · outbound

This paper cites Cao and L.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Cao and L

Reference 24

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:30.556661Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:30.556661Z digest=sha256:0efb76aac2382379e6514c9c2e3ac3b335a1e21e78c106b2b35af469ad4f435a

Observation f98f0552-a784-410e-ae3e-333c91681e14 · outbound

This paper cites Active Learning for Conditional Inverse Design with Crystal Generation and Foundation Atomic Models.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Active Learning for Conditional Inverse Design with Crystal Generation and Foundation Atomic Models

Reference 25

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.300126Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.617323Z digest=sha256:309f0d1ec560bc5bf342c02b4ffd5f5fd763a0dbc62c74d9ff0f130550f8d422

Observation bba303a6-bdb6-4a40-ad60-298d0983ebd5 · outbound

This paper cites Multi-property directed generative design of inorganic materials through Wyckoff-augmented transfer learning.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Multi-property directed generative design of inorganic materials through Wyckoff-augmented transfer learning

Reference 26

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.288916Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.668633Z digest=sha256:21b562ca4d7cc61dec09e40760ffab64d68926aa1b45824c18bdec799d30a446

Observation aeee8bf4-f13b-48b3-9a78-01a6f4a71a6e · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 27

Resolution
verified exact
raw_fallback, observed 2026-08-06T20:02:33.275690Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.789804Z digest=sha256:830dc355fc2ed6eb5852823c6ab4a9eb91e38d8d2d23772033a63ab086e81566

Observation 8a323307-7f1d-41db-a025-ff7b8046c52d · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 28

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.761172Z

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.

source=arxiv_source observed=2026-08-06T20:02:30.871108Z digest=sha256:7520c74b328cf30562af9a59c1d358181a03725da22b61c1cbd639ed5f2e7c8a

Observation 89b0c055-011a-447b-ac17-020406719091 · outbound

This paper cites All-atom Diffusion Transformers: Unified generative modelling of molecules and materials.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System All-atom Diffusion Transformers: Unified generative modelling of molecules and materials

Reference 29

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:30.987305Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:30.987305Z digest=sha256:ba5bc176d1d2fd26d3de4b75baf9875246a10a6fad449ef01c24bd3c94bf2034

Observation 1ce8d8e7-e718-4826-882a-b45443210dbd · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 30

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.753071Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.064033Z digest=sha256:d34f3dd896647e91eab24fe97536f2b5523b114af7911906b4a2129fcf313ae0

Observation 194ecd89-65ef-41d3-abb6-708585322e7d · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 31

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.745753Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.148723Z digest=sha256:b9b84e3826744f219820b5bd81c69ea63399c2984584d2718903eb4580e504ee

Observation ecdee4d9-3610-4d9f-adeb-aa7fb0042333 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 32

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.738476Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.251064Z digest=sha256:8b31dbb81cceae39cb1121ba0fe053cc830c136774f3d24fd7e5d3a67298d24d

Observation 21621bd4-a4f1-40a6-928e-30402a2fbc37 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 33

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.730937Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.315561Z digest=sha256:35ee3774b8acfa4ac5df990324fb72ddffa1804addeb13a1403c1614e54973a9

Observation e37e3f18-19b0-4009-a007-e7683ccca334 · outbound

This paper cites Materials Informatics Transformer: A Language Model for Interpretable Materials Properties Prediction.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Materials Informatics Transformer: A Language Model for Interpretable Materials Properties Prediction

Reference 34

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.176269Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.433572Z digest=sha256:0b31aea02109a2e659e010e549425cf5bcb2cd03f09d5e625edee7d67db7cf35

Observation 8a7055aa-f957-4655-8c5a-505963c840e7 · outbound

This paper cites LLM-Prop: Predicting Physical And Electronic Properties Of Crystalline Solids From Their Text Descriptions.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:31.496485Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:31.496485Z digest=sha256:4d7b2b9d62ab508e3d90796acfe1947e74d7b89a4356c080ae51665c29aa91d5

Observation 67075720-0098-446a-8fe5-ab694bfb06bd · outbound

This paper cites Bridging the Semantic-Numerical Gap: A Numerical Reasoning Method of Cross-modal Knowledge Graph for Material Property Prediction.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.157133Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.604927Z digest=sha256:23ea4401bef6c3f281d2e9af32d4c7541dfb23b0a95be0a9bca808a42875fbc5

Observation 65f71517-8d93-4fef-a68e-98d57de3dd63 · outbound

This paper cites DARWIN 1.5: Large Language Models as Materials Science Adapted Learners.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System DARWIN 1.5: Large Language Models as Materials Science Adapted Learners

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:31.678781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:31.678781Z digest=sha256:003654774421081b86e1a886d9e169c3837d4906623209034bd20bd0578ae41e

Observation 0877340b-5689-4128-8640-fe6b1e69dc85 · outbound

This paper cites Ansari and S.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ansari and S

Reference 38

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.723848Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.762693Z digest=sha256:2cc059d5d649f8800f01ce004faed5116ed21675f86b8641074cfaff6ac812cb

Observation b9dd67aa-ce1d-45ca-ac67-0ae245f9033a · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 39

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:31.842106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:31.842106Z digest=sha256:3276cfb241659582c36a372e7f129e333baab04eee076f2b523244beefcc39e3

Observation 67bbc86c-d61e-4fde-a705-26b18451a72d · outbound

This paper cites Leveraging Chemistry Foundation Models to Facilitate Structure Focused Retrieval Augmented Generation in Multi-Agent Workflows for Catalyst and Materials Design.

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

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.080949Z

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.

source=arxiv_source observed=2026-08-06T20:02:31.923606Z digest=sha256:8fbe3e36aafbb5e25669997a9e109370a3f912e7c3b862a2deafef5cbb121744

Observation 3882a75a-94c3-4836-9301-45ac3f86ddf6 · outbound

This paper cites AtomAgents: Alloy design and discovery through physics-aware multi-modal multi-agent artificial intelligence.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.012672Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.012672Z digest=sha256:4427c191cb46153ed7b691ba2d48b94f3f86b26b9c9d37b2af9b8fbe302b9f9a

Observation f3b32c7e-6503-4a5f-95e8-315e02ae71ce · outbound

This paper cites Bazgir, Y.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Bazgir, Y

Reference 42

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.716401Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.056535Z digest=sha256:59522cd91a1e246474815b7a22fba69f8ac299bdd9cfffb416f5828ac944c7bd

Observation b8bf6174-49ac-443d-a958-672d6678fb26 · outbound

This paper cites Rapid and Automated Alloy Design with Graph Neural Network-Powered LLM-Driven Multi-Agent Systems.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.193525Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.193525Z digest=sha256:4cf1f2d2c2a95473e79d7d2d16b62d7be3107a850543c354051eafe646ca97a0

Observation 0a5d087d-414e-4b25-9d97-2f29e822881a · outbound

This paper cites MatPilot: an LLM-enabled AI Materials Scientist under the Framework of Human-Machine Collaboration.

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

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.284181Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.284181Z digest=sha256:c448938a3bfb14871a92fca9f6aaccef26a3beb64a4a967430b7a8594cc5a6b6

Observation 9eb4bba6-cb6a-499b-b851-6546e042ccb3 · outbound

This paper cites Ni and M.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Ni and M

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.709232Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.391067Z digest=sha256:4e996b1df86cfb70dc556a1a2f189dd69af60c240e06ec2603b762eb555f2d43

Observation 885f3242-8e23-47eb-b5ad-53c0ef6061ed · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 46

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.701864Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.506988Z digest=sha256:f42742091d9585501f99a2dfa71c9e5c2bab5a0b3d6bd2ccd567360adf935783

Observation e9b5d6c7-d218-49a7-afa1-711ca1984793 · outbound

This paper cites PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System PriM: Principle-Inspired Material Discovery through Multi-Agent Collaboration

Reference 47

Resolution
verified exact
local_arxiv, observed 2026-08-06T20:02:33.044829Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.604111Z digest=sha256:dfdc45c7406afd87654d9a64023a25f840ce18dbcad3da9752737608b7bbdebb

Observation bbe35879-c1f1-445e-9ac2-821c5e7cd3f8 · outbound

This paper cites GPT-4o System Card.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System GPT-4o System Card

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.729130Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.729130Z digest=sha256:e7b010d06a88fa5bee2595f61b506ba4174d9891f60779518c68d8596c44161a

Observation ea6c6ad1-35c9-4098-8711-7efa696b4818 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 49

Resolution
verified exact
raw_fallback, observed 2026-08-06T20:02:33.023498Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.827185Z digest=sha256:a88985b359cee31309b41b9cba5933e8dd7b7045a0dc8770f83655cb46823cd9

Observation b7d487f1-dd1a-4369-9c8f-219ea8e87efe · outbound

This paper cites Qwen2.5-VL Technical Report.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qwen2.5-VL Technical Report

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.858385Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.858385Z digest=sha256:f4bdecef527dd90d4dcb68ed7fd0cd2ef2776987653cdd2d8c56b183e510bdc2

Observation 5bbfe52b-e88b-419d-9b07-72c338e5a3ae · outbound

This paper cites Hafner, Journal of computational chemistry, 2008, 29, 2044--2078.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Hafner, Journal of computational chemistry, 2008, 29, 2044--2078

Reference 51

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.694305Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.861377Z digest=sha256:8d840ed5cc7148057a204c70ecbd5c2264e0900619edee228b6422dfb9fcb1f9

Observation e8a4d731-a764-4369-b62a-2ed782572e49 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 52

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.686697Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.863712Z digest=sha256:307f4ad4199fe87193446df001229f3a80b93073e7c26474e3d75dcd3bb407b8

Observation 907c9da4-a67e-44a8-a682-38b3fdd09440 · outbound

This paper cites Mavroudis, Preprints, 2024.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Mavroudis, Preprints, 2024

Reference 53

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.679026Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.866184Z digest=sha256:5ee8adbc2ebf63f9f28a1cf12cbf796ffd9d8fbecb2fc589e805a5ba614c8f59

Observation d10d1e04-4dd0-46f6-a83b-dcee7add060c · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.670744Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.868478Z digest=sha256:ff60e08b2b5a75cb17129505d5d587eaeafb1ddbcaa89f58d9979cbd46182128

Observation e716464e-db31-4bca-a08f-d48f8d31bd7d · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 55

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.663100Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.871433Z digest=sha256:edb6b35a72100518ec2df879430858c807e139fa55fb540eea52dacc4f1e5c72

Observation 3b78ea3b-9fef-4164-9496-f03194b4f723 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 56

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.655001Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.873900Z digest=sha256:e7299262f66ae5862f35b37a28525bf264cbb3775aa0dfe5f41fba6d660a28f4

Observation eb88f493-a7ca-4a95-9dc5-bd65dd57d843 · outbound

This paper cites an unresolved cited work.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-06T20:02:33.647218Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.876335Z digest=sha256:461efcccd1f604d2801a06954f788d5ea7b58f602428daa0094daf8436c4bc0f

Observation ab4d7ed3-97a9-4f93-98c3-b8a28327de12 · outbound

This paper cites DeepSeek-V3 Technical Report.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System DeepSeek-V3 Technical Report

Reference 58

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.879027Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.879027Z digest=sha256:51b42e4f85bf1b6c37d02dbb2c67f4ea7dfcf4262ac6d9ea3c9deae4a11708cb

Observation c2a71b84-07cb-44b5-b8b8-fb73e246c707 · outbound

This paper cites Qwen3 Technical Report.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Qwen3 Technical Report

Reference 59

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.881824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.881824Z digest=sha256:5fd82e1abc665323d33bdb359b2a364ef4d57d615a6a5985b568693eaf3c375d

Observation 4c351218-265f-4be1-9b5c-79b63e566aeb · outbound

This paper cites Choudhary and B.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System Choudhary and B

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T20:02:33.639596Z

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.

source=arxiv_source observed=2026-08-06T20:02:32.884758Z digest=sha256:6795877da90cc5b5d7e786b65b060a9f0eb04abdb1bf44873d7bf271b1d059d3

Observation 8428d115-f99f-42db-9fa0-c20c6c40733e · outbound

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

TopoMAS: Large Language Model Driven Topological Materials Multiagent System DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 61

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.887670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.887670Z digest=sha256:ed509bee008f5b48e0e75ec5019c2818670c087d9bbad180099205c492bb1244

Observation f2bbd85c-2ce5-42d3-8b07-2a822d76a5b1 · outbound

This paper cites write newline.

TopoMAS: Large Language Model Driven Topological Materials Multiagent System write newline

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T20:02:32.893126Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T20:02:32.893126Z digest=sha256:224184b840a162ed6c4e790b0a98ae21f899fa1318c8fb554a9c5885b30a0bb9

Pith citing papers

Observation 6bd185e8-9b77-4b1d-97f4-7630c2d7ace8 · inbound

Agentic Exploration of Physics Models cites this paper.

Agentic Exploration of Physics Models TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Reference 34

Resolution
unresolved
no resolver link, observed 2026-08-04T13:51:32.312021Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T13:51:32.312021Z digest=sha256:76fa763749ef5ca9f9993cdcff72d143b8d754345e55e0de7bc3394c5480f89b

Observation 253d6591-9758-4753-93fd-54335fdcb686 · inbound

El Agente Quntur: A research collaborator agent for quantum chemistry cites this paper.

El Agente Quntur: A research collaborator agent for quantum chemistry TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Reference 55

Resolution
metadata mismatch
arxiv_id, observed 2026-05-16T06:50:42.523011Z

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.

source=pdf_text observed=2026-05-16T06:48:44.713745Z digest=sha256:794765fdf74fb360ee1e1e6ca41c99d946c92d515929e6222d65643a81dbe1a6

Observation 20b4694d-0bb5-42e6-954d-8bbe0dba3e97 · inbound

MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration cites this paper.

MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-13T19:03:08.459552Z

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.

source=arxiv_source observed=2026-05-13T19:02:55.620977Z digest=sha256:eb8aff97edd458e0e3978890c68977a8e90aae0e2c53d971efd314b745b56b8c

Observation 95584a60-5621-466c-8320-0a9be2876d43 · inbound

MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration cites this paper.

MatClaw: An Autonomous Code-First LLM Agent for End-to-End Materials Exploration TopoMAS: Large Language Model Driven Topological Materials Multiagent System

Reference 31

Resolution
verified exact
arxiv_id, observed 2026-05-25T07:15:27.804498Z

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.

source=arxiv_source observed=2026-05-25T07:15:11.178246Z digest=sha256:08925a6af478ae00a786c2cbb8f459e492bc46fbc5b17092260e157819c43d44