Paper Citation Record · LEDGER

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction

As of 10 August 2026, this Paper Citation Record lists 32 of 32 outbound references and 1 inbound Pith citation observation for arXiv:2502.06836.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2502.06836 v2

Coverage vector

measured 32 of 32 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-09T01:02:38.550699Z

measured 33 of 33 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T05:36:57.648457Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T05:36:57.857098Z

Reference resolution

32 of 32 outbound references displayed

verified exact1
verified fuzzy18
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 3dbb5a1d-ae63-4a76-806b-4464ddb879f2 · outbound

This paper cites Crystal graph convolutional neural networks for an accurate and interpretable prediction of material properties.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Crystal graph convolutional neural networks for an accurate and interpretable prediction of material properties

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:39.070311Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4f41b2f0-477c-4b13-8823-07e02f0b2132 · outbound

This paper cites Directional Message Passing for Molecular Graphs.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Directional Message Passing for Molecular Graphs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.403547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4a54ee6-0281-4433-83cd-5c1ae4f0ed00 · outbound

This paper cites Gemnet: Universal directional graph neural networks for molecules.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Gemnet: Universal directional graph neural networks for molecules

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:39.053547Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9214a095-289c-44a3-b527-649dbd085598 · outbound

This paper cites Atomistic line graph neural network for improved materials property predictions.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Atomistic line graph neural network for improved materials property predictions

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.414546Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d873a82-2f34-49d6-be2f-c9251ea742a8 · outbound

This paper cites Connectivity optimized nested line graph networks for crystal structures.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Connectivity optimized nested line graph networks for crystal structures

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:39.027391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 453e103b-99f9-4661-b401-4162479abd87 · outbound

This paper cites Scaling deep learning for materials discovery.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Scaling deep learning for materials discovery

Reference 6

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:39.011134Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9eb157ac-0a09-4a2a-b149-38967eec6f4f · outbound

This paper cites Examining graph neural networks for crystal structures: limitations and opportunities for capturing periodicity.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Examining graph neural networks for crystal structures: limitations and opportunities for capturing periodicity

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.994874Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation db460010-5135-4a1b-8a38-3ffab833dcf6 · outbound

This paper cites Large-scale multi-modal pre-trained models: A comprehensive survey.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Large-scale multi-modal pre-trained models: A comprehensive survey

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.978746Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 96a4d555-3c5a-4733-abd4-39a0957e0f1e · outbound

This paper cites Multimodal learning with transformers: A survey.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Multimodal learning with transformers: A survey

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.441323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fdc5e493-6d89-4bd2-9e5d-d2072bad9cec · outbound

This paper cites Graph-text multi-modal pre-training for medical representation learning.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Graph-text multi-modal pre-training for medical representation learning

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.950453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 584bc8ce-10b0-4719-9bc4-519a22938764 · outbound

This paper cites Crysmmnet: multimodal representation for crystal property prediction.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Crysmmnet: multimodal representation for crystal property prediction

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.935074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation eb7e0c65-def5-4a80-a9e2-87448d150e8f · outbound

This paper cites Lattice Lingo: Effect of Textual Detail on Multimodal Learning for Property Prediction of Crystals.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Lattice Lingo: Effect of Textual Detail on Multimodal Learning for Property Prediction of Crystals

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-08-09T01:02:38.668383Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f07ae0c1-8872-4325-a1a8-9dbe130b7431 · outbound

This paper cites Graph-text contrastive learning of inorganic crystal structure toward a foundation model of inorganic materials.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Graph-text contrastive learning of inorganic crystal structure toward a foundation model of inorganic materials

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.919193Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 9a4969a3-12a9-4ccf-b8a2-40302cb086ef · outbound

This paper cites UniMat: Unifying Materials Embeddings through Multi-modal Learning.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction UniMat: Unifying Materials Embeddings through Multi-modal Learning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.463328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c51aede1-84ad-4a08-ae58-08d9613b65a5 · outbound

This paper cites Clcs: Contrastive learning between compositions and structures for practical li-ion battery electrodes design.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Clcs: Contrastive learning between compositions and structures for practical li-ion battery electrodes design

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.903121Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ec39275a-b314-4bff-843f-8650ce8ed2e7 · outbound

This paper cites Robocrystallographer: automated crystal structure text descriptions and analysis.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Robocrystallographer: automated crystal structure text descriptions and analysis

Reference 16

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.885606Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 75c51b8e-2a11-419b-b36d-b3891d541331 · outbound

This paper cites Learning transferable visual models from natural language supervision.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Learning transferable visual models from natural language supervision

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.475854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba5eaeb3-a71b-4c12-9f89-d68f58c87bda · outbound

This paper cites Multimodal foundation models for material property prediction and discovery.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Multimodal foundation models for material property prediction and discovery

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.859254Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 376765b0-769c-41e3-a299-dabba1d10706 · outbound

This paper cites Attention is all you need.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Attention is all you need

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.484616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d402714-7a9a-48ad-9184-99be025c74e9 · outbound

This paper cites Improving language understanding by generative pre-training.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Improving language understanding by generative pre-training

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.489669Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0de8c8b0-ff78-429b-aca1-bb4dc2a727b5 · outbound

This paper cites Bert: Pre-training of deep bidirectional trans- formers for language understanding.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Bert: Pre-training of deep bidirectional trans- formers for language understanding

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.819450Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8f21c276-d66a-46c4-aac7-27ca4aa7dee2 · outbound

This paper cites RoBERTa: A Robustly Optimized BERT Pretraining Approach.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction RoBERTa: A Robustly Optimized BERT Pretraining Approach

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.499800Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b1ab5370-2d1c-4eca-b6bf-6ccb33c3ce61 · outbound

This paper cites Matscibert: A materials domain language model for text mining and information extraction.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Matscibert: A materials domain language model for text mining and information extraction

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.802867Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b3d33c05-2d55-4529-b1fe-1b2bcbc7b342 · outbound

This paper cites LoRA: Low-Rank Adaptation of Large Language Models.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction LoRA: Low-Rank Adaptation of Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.509723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46531531-26b8-423f-a8b9-76d0e1f08810 · outbound

This paper cites Transtab: Learning transferable tabular transformers across tables.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Transtab: Learning transferable tabular transformers across tables

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.786922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 60c66f1b-235c-4192-a04d-1f20cc3d2946 · outbound

This paper cites Commentary: The materials project: A materials genome approach to accelerating materials innovation.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Commentary: The materials project: A materials genome approach to accelerating materials innovation

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.520053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 636f60ae-5787-4c38-addd-95e6cad0a7ba · outbound

This paper cites Benchmarking materials property prediction methods: the matbench test set and automatminer reference algorithm.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Benchmarking materials property prediction methods: the matbench test set and automatminer reference algorithm

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.524852Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c6bff30e-26bb-49b2-98d3-07d32c519c55 · outbound

This paper cites Scibert: Pretrained language model for scientific text.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Scibert: Pretrained language model for scientific text

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.751791Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3ca24875-389e-4e33-99ee-27c439d2b9e2 · outbound

This paper cites Efficient approximations of complete interatomic potentials for crystal property prediction.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Efficient approximations of complete interatomic potentials for crystal property prediction

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.735441Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f6d44790-8ca3-4810-a820-df753b73e9c8 · outbound

This paper cites The impact of domain-specific pre-training on named entity recognition tasks in materials science.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction The impact of domain-specific pre-training on named entity recognition tasks in materials science

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-08-09T01:02:38.718993Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a09b8e77-7a9e-41fb-83ae-149cafdbdbd4 · outbound

This paper cites Pedregosa, G.

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Pedregosa, G

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.545728Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4b9c04b0-e47d-4529-80cd-82a71ee23407 · outbound

This paper cites Gaussian Error Linear Units (GELUs).

CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction Gaussian Error Linear Units (GELUs)

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-09T01:02:38.550699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation 97528d50-5ea1-4c16-89ec-703c0b633d23 · inbound

Structure-Informed Learning of Flat Band 2D Materials cites this paper.

Structure-Informed Learning of Flat Band 2D Materials CAST: Cross Attention based multimodal fusion of Structure and Text for materials property prediction

Reference 36

Resolution: metadata mismatch; local_arxiv, observed 2026-08-07T05:36:57.863505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.