CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective | Paper Citation Record

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This paper cites Rotate: Knowledge graph embedding by relational rotation in complex space.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Rotate: Knowledge graph embedding by relational rotation in complex space

Reference 1

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This paper cites Towards foundation models for knowledge graph reasoning.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Towards foundation models for knowledge graph reasoning

Reference 2

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This paper cites Muthukrishnan, Gerard de Melo, and Yongfeng Zhang.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Muthukrishnan, Gerard de Melo, and Yongfeng Zhang

Reference 3

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This paper cites Editkg: Editing knowledge graph for recommenda- tion.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Editkg: Editing knowledge graph for recommenda- tion

Reference 4

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This paper cites A survey on complex knowledge base question answering: Methods, challenges and solutions.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective A survey on complex knowledge base question answering: Methods, challenges and solutions

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:07.039170Z

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This paper cites Knowledge graph embedding based question answering.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Knowledge graph embedding based question answering

Reference 6

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This paper cites AceMap: Knowledge Discovery through Academic Graph.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective AceMap: Knowledge Discovery through Academic Graph

Reference 7

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This paper cites A survey of knowledge graph reasoning on graph types: Static, dynamic, and multi-modal.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective A survey of knowledge graph reasoning on graph types: Static, dynamic, and multi-modal

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:07.013794Z

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This paper cites Ni, Heung-Yeung Shum, and Jian Guo.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Ni, Heung-Yeung Shum, and Jian Guo

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:07.001263Z

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Observation d89eb8b8-16ea-479b-af32-68622ad082d8 · outbound

This paper cites Introducing semantic infor- mation for numerical attribute prediction over knowledge graphs.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Introducing semantic infor- mation for numerical attribute prediction over knowledge graphs

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.989054Z

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Observation 4de150a2-cc91-4648-b743-6166c0af1132 · outbound

This paper cites Exploiting relation-aware attribute representation learning in knowledge graph embedding for numerical reasoning.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Exploiting relation-aware attribute representation learning in knowledge graph embedding for numerical reasoning

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.976141Z

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Observation 8968660d-81b5-4b76-9402-f2906d7a882c · outbound

This paper cites Phan, and Siu Cheung Hui.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Phan, and Siu Cheung Hui

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.963113Z

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Observation 4d15f40e-7fd3-40de-afb9-5309c53b7659 · outbound

This paper cites Node attribute completion in knowledge graphs with multi-relational propagation.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Node attribute completion in knowledge graphs with multi-relational propagation

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.950902Z

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This paper cites Szekely, and Ke-Thia Yao.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Szekely, and Ke-Thia Yao

Reference 14

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This paper cites Represen- tation learning on hyper-relational and numeric knowledge graphs with transformers.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Represen- tation learning on hyper-relational and numeric knowledge graphs with transformers

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.927413Z

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Observation a90190cc-4648-4397-a72a-d0f2e1d6e75e · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large language models.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Chain-of-thought prompting elicits reasoning in large language models

Reference 16

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Observation d8249873-c31f-4371-acdb-aae0c3911e69 · outbound

This paper cites Learn to explain: Multimodal reasoning via thought chains for science ques- tion answering.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Learn to explain: Multimodal reasoning via thought chains for science ques- tion answering

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.908052Z

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Observation 433618fe-463f-41c7-9d5c-d91489fd048f · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 18

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Observation 3cb89761-5aad-422d-aafc-933c6a1c18e6 · outbound

This paper cites Le, Ed H.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Le, Ed H

Reference 19

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Observation d1123ac4-5a2f-4eff-8e86-b8bf7b810878 · outbound

This paper cites Towards revealing the mystery behind chain of thought: a theoretical perspective.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Towards revealing the mystery behind chain of thought: a theoretical perspective

Reference 20

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Observation d1bd7f90-70fe-4e5e-aa4b-9476a055f4ee · outbound

This paper cites A review: Knowledge reasoning over knowledge graph.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective A review: Knowledge reasoning over knowledge graph

Reference 21

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Observation 81e94d2d-ea37-49d5-ad5d-760bcfe64976 · outbound

This paper cites Empowering language models with knowledge graph reasoning for open-domain question answering.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Empowering language models with knowledge graph reasoning for open-domain question answering

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.862664Z

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Observation 3919b987-3b5a-437b-92ce-ba8ff98091eb · outbound

This paper cites Translating embeddings for modeling multi- relational data.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Translating embeddings for modeling multi- relational data

Reference 23

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This paper cites an unresolved cited work.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Unresolved cited work

Reference 24

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Observation 36caf179-a25e-430d-a225-16ba5d06a2a5 · outbound

This paper cites Rlogic: Recursive logical rule learning from knowledge graphs.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Rlogic: Recursive logical rule learning from knowledge graphs

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.809771Z

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This paper cites Ahmed, and Yizhou Sun.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Ahmed, and Yizhou Sun

Reference 26

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Observation 1d5a1e29-e208-4713-b8fd-d38791a35496 · outbound

This paper cites Knowledge graph embedding by translating on hyperplanes.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Knowledge graph embedding by translating on hyperplanes

Reference 27

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Observation dd2e6d18-c2ee-4497-a4c8-e0c0ef23e8db · outbound

This paper cites Learning entity and relation embeddings for knowledge graph comple- tion.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Learning entity and relation embeddings for knowledge graph comple- tion

Reference 28

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This paper cites Embedding entities and relations for learning and inference in knowledge bases.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Embedding entities and relations for learning and inference in knowledge bases

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.764101Z

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This paper cites Complex embeddings for simple link prediction.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Complex embeddings for simple link prediction

Reference 30

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Observation f6d979d4-06f0-4858-ab3d-43cd6c50d656 · outbound

This paper cites Kipf and Max Welling.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Kipf and Max Welling

Reference 31

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This paper cites Heteroge- neous graph transformer.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Heteroge- neous graph transformer

Reference 32

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Observation c632e44f-9108-45c6-be6b-a80635daf4c4 · outbound

This paper cites Taluk- dar.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Taluk- dar

Reference 33

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Observation 49cbc37d-8543-4fe2-9772-f6ca94bcd5f0 · outbound

This paper cites an unresolved cited work.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Unresolved cited work

Reference 34

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Observation 79ded990-ca25-4378-ba5e-6caf9df9a0d3 · outbound

This paper cites Mmkgr: Multi-hop multi-modal knowledge graph reason- ing.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Mmkgr: Multi-hop multi-modal knowledge graph reason- ing

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.686623Z

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Observation f232cbdb-e4eb-4196-92aa-aafafe0fde09 · outbound

This paper cites Hybrid transformer with multi-level fusion for multimodal knowledge graph completion.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hybrid transformer with multi-level fusion for multimodal knowledge graph completion

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.674393Z

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Observation 209bdc5d-3181-48e2-a6cd-9833b6481d25 · outbound

This paper cites Knowledge graph embedding with numeric attributes of entities.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Knowledge graph embedding with numeric attributes of entities

Reference 37

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Observation fbd1fdad-f95e-4ccd-8c41-8ba0c6a9766f · outbound

This paper cites MARINE: multi-relational network embeddings with relational proximity and node attributes.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective MARINE: multi-relational network embeddings with relational proximity and node attributes

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.646903Z

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Observation c137d8f5-5d5c-4f86-b802-980e608c344e · outbound

This paper cites Incorporating literals into knowledge graph embeddings.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Incorporating literals into knowledge graph embeddings

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.625102Z

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Observation e0b9246c-4809-4024-95eb-5327ee785a08 · outbound

This paper cites Incorpo- rating attributes semantics into knowledge graph embeddings.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Incorpo- rating attributes semantics into knowledge graph embeddings

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.608118Z

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Observation 4b3331ab-338b-4dd0-b6ad-0d1816d18baf · outbound

This paper cites Knowledge graph reasoning over entities and numerical values.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Knowledge graph reasoning over entities and numerical values

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.593907Z

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Observation 4b1f4af9-9bf7-4b62-868e-73202669b6a4 · outbound

This paper cites an unresolved cited work.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Unresolved cited work

Reference 42

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Observation f321769a-0ec0-4531-94c3-ad8e5780f03c · outbound

This paper cites Learning numerical at- tributes in knowledge bases.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Learning numerical at- tributes in knowledge bases

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.568493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation e8c4612b-5f31-4552-ab3b-bad3f7cf8ee4 · outbound

This paper cites Hyperbolic deep neural networks: A survey.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hyperbolic deep neural networks: A survey

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.554900Z

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Observation 89d4938a-dc30-4eb5-b27a-aab4a8d96493 · outbound

This paper cites Hy- perbolic graph neural networks: A tutorial on methods and applications.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hy- perbolic graph neural networks: A tutorial on methods and applications

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.542913Z

Source-reported events for the cited work

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This paper cites Hyperbolic neural networks.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hyperbolic neural networks

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.530277Z

Source-reported events for the cited work

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Observation 8c214695-ccf7-440d-9dbd-cff90a590e9d · outbound

This paper cites Hyperbolic graph neural networks.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hyperbolic graph neural networks

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.516707Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 6703e136-67ed-4559-b2b8-a1af25421281 · outbound

This paper cites A hyperbolic- to-hyperbolic graph convolutional network.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective A hyperbolic- to-hyperbolic graph convolutional network

Reference 48

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.502852Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4655f35e-49cc-46f8-9845-1d6814b889fb · outbound

This paper cites an unresolved cited work.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:56:06.489060Z

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Observation 65426433-c992-4c5b-a52c-c6cb4b17badc · outbound

This paper cites Hospedales.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Hospedales

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.473188Z

Source-reported events for the cited work

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Observation 3f93cadf-3ae6-4511-907f-9388ffc72580 · outbound

This paper cites Low-dimensional hyperbolic knowledge graph embeddings.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Low-dimensional hyperbolic knowledge graph embeddings

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.460765Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 00e7c90f-9f46-4845-9aa8-7d7476a3ba4e · outbound

This paper cites Geometry interaction knowledge graph embeddings.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Geometry interaction knowledge graph embeddings

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.448814Z

Source-reported events for the cited work

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Observation 3196676d-7edc-48d3-b243-32678b49478b · outbound

This paper cites Poincar ´e embeddings for learning hierarchical representations.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Poincar ´e embeddings for learning hierarchical representations

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.436937Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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This paper cites Gomez, Lukasz Kaiser, and Illia Polosukhin.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Gomez, Lukasz Kaiser, and Illia Polosukhin

Reference 54

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Source-reported events for the cited work

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Observation 85e0a625-52d4-4c58-bd0b-a7a1d1587e3a · outbound

This paper cites Deep residual learning for image recognition.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Deep residual learning for image recognition

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.415257Z

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Observation 67ce717c-f888-4e4e-bd45-6aaa18399153 · outbound

This paper cites Oxygenerator: Reconstructing global ocean deoxygenation over a century with deep learning.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Oxygenerator: Reconstructing global ocean deoxygenation over a century with deep learning

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.402608Z

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This paper cites Observed versus latent features for knowledge base and text inference.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Observed versus latent features for knowledge base and text inference

Reference 57

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.391221Z

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Observation 4e80f8fc-c707-4005-9ebf-87cf1e085bd7 · outbound

This paper cites Learning sequence encoders for temporal knowledge graph completion.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Learning sequence encoders for temporal knowledge graph completion

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.379691Z

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No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation a5fcde11-aec0-45b4-bbc8-6db43febf25a · outbound

This paper cites Rosenblum.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Rosenblum

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.367441Z

Source-reported events for the cited work

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Observation 8ff8a272-3adb-4ed4-af0c-ee19be5d6357 · outbound

This paper cites Bollacker, Colin Evans, Praveen K.

CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Bollacker, Colin Evans, Praveen K

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T11:56:06.354486Z

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Observation a73feb5e-a6f4-4b28-a0e5-e8db7b489e2d · outbound

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CHAINSFORMER: Numerical Reasoning on Knowledge Graphs from a Chain Perspective Unresolved cited work

Reference 2013

Resolution: unresolved; raw_fallback, observed 2026-08-16T11:56:06.837479Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

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