Paper Citation Record · LEDGER

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization

As of 17 August 2026, this Paper Citation Record lists 59 of 59 outbound references and 2 inbound Pith citation observations for arXiv:2501.11968.

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

pith.paper-citation-record.v1
2501.11968 v1

Coverage vector

measured 59 of 59 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-10T17:43:08.264989Z

measured 61 of 61 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:25:14.887511Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-04T20:55:42.751767Z

Reference resolution

59 of 59 outbound references displayed

verified exact2
verified fuzzy38
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 28b0cb2c-9996-44b5-8902-a2f0a1dec0e4 · outbound

This paper cites Large-scale clustering with structured optimal bipartite graph.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Large-scale clustering with structured optimal bipartite graph

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.277718Z

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 3e37f309-ee1e-4b7c-aad0-e4c076e58c03 · outbound

This paper cites Robustness and resilience of complex networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Robustness and resilience of complex networks

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.260417Z

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 510ef97a-9b67-41d2-badf-6045d5887553 · outbound

This paper cites A theoretical analysis of deepwalk and node2vec for exact recovery of community structures in stochastic blockmodels.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization A theoretical analysis of deepwalk and node2vec for exact recovery of community structures in stochastic blockmodels

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.243865Z

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 c10d7c14-e09d-4d1b-beac-2577c456b7f2 · outbound

This paper cites Maximizing the spread of influence through a social network.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Maximizing the spread of influence through a social network

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:07.973981Z

Source-reported events for the cited work

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Observation 5597a8c8-a003-405b-96c1-322f7ac7da17 · outbound

This paper cites Finding a better immunization strategy.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Finding a better immunization strategy

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.216716Z

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 2d94256e-ec44-41ef-aa8a-b0c6cc001b48 · outbound

This paper cites Asp: Learn a universal neural solver! IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Asp: Learn a universal neural solver! IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:07.984853Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e9e9e77-cd9e-48a6-807d-737e79484326 · outbound

This paper cites Influence maximization in social networks based on discrete particle swarm optimization.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Influence maximization in social networks based on discrete particle swarm optimization

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.189280Z

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 34c670ba-0b10-434d-856a-9cc92293317e · outbound

This paper cites A self-adaptive evolutionary deception framework for community structure.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization A self-adaptive evolutionary deception framework for community structure

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.172586Z

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 a76b3e8f-c684-471f-9a0b-d769fac5a0f3 · outbound

This paper cites A survey on graph neural networks and graph transformers in computer vision: A task-oriented perspective.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization A survey on graph neural networks and graph transformers in computer vision: A task-oriented perspective

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.003918Z

Source-reported events for the cited work

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Observation fd80ac2d-a83b-4498-b289-76debb066572 · outbound

This paper cites A survey on graph neural networks for time series: Forecasting, classification, imputation, and anomaly detection.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization A survey on graph neural networks for time series: Forecasting, classification, imputation, and anomaly detection

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.144587Z

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 73e428bd-6966-441f-8fda-1ac95af2c323 · outbound

This paper cites Semi-Supervised Classification with Graph Convolutional Networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Semi-Supervised Classification with Graph Convolutional Networks

Reference 11

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Source-reported events for the cited work

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Observation 58ee590f-4446-49e2-8b0c-69f526510378 · outbound

This paper cites Graph Attention Networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Graph Attention Networks

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.023188Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 823ca3cd-5d8e-47f4-b722-e4826b77c5c3 · outbound

This paper cites Certified robustness of graph convolution networks for graph classification under topological attacks.Advances in neural information processing systems, 33:8463–8474, 2020.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Certified robustness of graph convolution networks for graph classification under topological attacks.Advances in neural information processing systems, 33:8463–8474, 2020

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.126743Z

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 3d9f22e8-3548-454b-8428-e5e712d8519b · outbound

This paper cites G-mixup: Graph data augmentation for graph classification.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization G-mixup: Graph data augmentation for graph classification

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.109944Z

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 d24d2593-3691-43bc-beaa-46b6661a737e · outbound

This paper cites Measuring and relieving the over-smoothing problem for graph neural networks from the topological view.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Measuring and relieving the over-smoothing problem for graph neural networks from the topological view

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.093039Z

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 d134992b-989f-4ef6-8973-4dc1c5ab4e38 · outbound

This paper cites an unresolved cited work.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-10T17:43:09.075412Z

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 99e79ef7-7e2f-4ab9-a091-e0d1acb1a571 · outbound

This paper cites What do llms know about financial markets? a case study on reddit market sentiment analysis.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization What do llms know about financial markets? a case study on reddit market sentiment analysis

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.058384Z

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 7bf233e1-cfed-4175-b0e4-ff446725d281 · outbound

This paper cites Llms are good sign language translators.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Llms are good sign language translators

Reference 18

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Source-reported events for the cited work

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Observation abe1b518-3c2d-490e-a71a-8d9ba3fd6e4e · outbound

This paper cites Mathematical discoveries from program search with large language models.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Mathematical discoveries from program search with large language models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.057888Z

Source-reported events for the cited work

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Observation e1be64d6-ab60-4aa6-a54c-d0412409894b · outbound

This paper cites The promise and peril of using a large language model to obtain clinical information: Chatgpt performs strongly as a fertility counseling tool with limitations.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization The promise and peril of using a large language model to obtain clinical information: Chatgpt performs strongly as a fertility counseling tool with limitations

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:09.017562Z

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 94d86a53-dc55-46c6-ad15-be5056b80f12 · outbound

This paper cites Toward mitigating misinformation and social media manipulation in llm era.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Toward mitigating misinformation and social media manipulation in llm era

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.997078Z

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 0c871a34-dce3-4b2d-9257-ac45474d5866 · outbound

This paper cites Exploring the potential of large language models (llms) in learning on graphs.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Exploring the potential of large language models (llms) in learning on graphs

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.975217Z

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 34d96225-bc5f-44cc-ae98-8c8a6f908575 · outbound

This paper cites HiGPT: Heterogeneous Graph Language Model.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization HiGPT: Heterogeneous Graph Language Model

Reference 23

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Observation fa7e8220-de70-4246-a20b-749b86039e35 · outbound

This paper cites Talk like a Graph: Encoding Graphs for Large Language Models.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Talk like a Graph: Encoding Graphs for Large Language Models

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.083192Z

Source-reported events for the cited work

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Observation 8ee576fb-96b8-4cb0-8699-e4ae193ffb6d · outbound

This paper cites Can language models solve graph problems in natural language? Advances in Neural Information Processing Systems, 36, 2024.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Can language models solve graph problems in natural language? Advances in Neural Information Processing Systems, 36, 2024

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.956716Z

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 fb749370-36cf-455d-9390-ce8e2eb07c54 · outbound

This paper cites Cost-effective outbreak detection in networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Cost-effective outbreak detection in networks

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.939869Z

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 69501850-6ade-4eb1-b682-e35f0fc85437 · outbound

This paper cites Centrality in social networks: Conceptual clarification.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Centrality in social networks: Conceptual clarification

Reference 27

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.922936Z

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 6f65a103-4276-4a46-9ebe-61f3702d6329 · outbound

This paper cites A set of measures of centrality based on betweenness.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization A set of measures of centrality based on betweenness

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.902965Z

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 10b74091-3b96-4306-bd8c-c855ebc8e52a · outbound

This paper cites Social network analysis: Methods and applications.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Social network analysis: Methods and applications

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.883137Z

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 02d78129-0910-41e4-8e2b-a495d48a9b46 · outbound

This paper cites Nonnegative matrices in the mathematical sciences.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Nonnegative matrices in the mathematical sciences

Reference 30

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Source-reported events for the cited work

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Observation 69dfa9eb-65c0-4271-8424-5a07858a7961 · outbound

This paper cites The pagerank citation ranking: Bringing order to the web.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization The pagerank citation ranking: Bringing order to the web

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.118307Z

Source-reported events for the cited work

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Observation 7d55d28b-474a-48dd-976c-afe210e10104 · outbound

This paper cites An O(m) Algorithm for Cores Decomposition of Networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization An O(m) Algorithm for Cores Decomposition of Networks

Reference 32

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Source-reported events for the cited work

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Observation 82f1bed6-0361-4c73-9a47-ba9b16d88658 · outbound

This paper cites Graph theory based large-scale machine learning with multi-dimensional constrained optimization approaches for exact epidemiological modeling of pandemic diseases.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Graph theory based large-scale machine learning with multi-dimensional constrained optimization approaches for exact epidemiological modeling of pandemic diseases

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.843773Z

Source-reported events for the cited work

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Observation bf72ebd0-da35-4be1-ab8a-4f62c99bde29 · outbound

This paper cites Identifying influential nodes based on ant colony optimization to maximize profit in social networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Identifying influential nodes based on ant colony optimization to maximize profit in social networks

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.826424Z

Source-reported events for the cited work

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Observation 1c3ca41d-398a-4d34-bbbe-34b76ae9b82d · outbound

This paper cites An efficient memetic algorithm for influence maximization in social networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization An efficient memetic algorithm for influence maximization in social networks

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.810202Z

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 27adf5da-de94-4dcd-adfd-86a8e1e1404f · outbound

This paper cites An efficient discrete differential evolution algorithm based on community structure for influence maximization.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization An efficient discrete differential evolution algorithm based on community structure for influence maximization

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.794610Z

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 3152e0c9-6288-4a23-bafa-e6f3fc38441e · outbound

This paper cites Blockchain data mining with graph learning: A survey.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Blockchain data mining with graph learning: A survey

Reference 37

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.777938Z

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 52de4ffe-a58a-4dd0-bcd9-2721ef71a218 · outbound

This paper cites Identifying critical nodes in complex networks via graph convolutional networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Identifying critical nodes in complex networks via graph convolutional networks

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.762312Z

Source-reported events for the cited work

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Observation a9f22071-93cd-40a0-86f1-3ebbe986eb3b · outbound

This paper cites Deep graph representation learning and optimization for influence maximization.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Deep graph representation learning and optimization for influence maximization

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.746337Z

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 eec0adaf-36d8-48d7-b775-2cfbce6fe82d · outbound

This paper cites Error and attack tolerance of complex networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Error and attack tolerance of complex networks

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.731060Z

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 fbedaf04-b2d5-45eb-8ba5-6c8a51636777 · outbound

This paper cites Breakdown of the internet under intentional attack.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Breakdown of the internet under intentional attack

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.714935Z

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 4655d2a7-6979-4393-9a3a-5c82464cfbd8 · outbound

This paper cites Fast and simple decycling and dismantling of networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Fast and simple decycling and dismantling of networks

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.699068Z

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 34a4265a-41a0-4424-a04d-0862f1657227 · outbound

This paper cites Machine learning dismantling and early-warning signals of disintegration in complex systems.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Machine learning dismantling and early-warning signals of disintegration in complex systems

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.683287Z

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 955c9585-886c-424d-bc39-31a13942a4d4 · outbound

This paper cites Finding key players in complex networks through deep reinforcement learning.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Finding key players in complex networks through deep reinforcement learning

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.667242Z

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 fc9cc150-6d11-47d4-b9ba-a7e81cfb16fa · outbound

This paper cites GraphLLM: Boosting Graph Reasoning Ability of Large Language Model.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization GraphLLM: Boosting Graph Reasoning Ability of Large Language Model

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.193217Z

Source-reported events for the cited work

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Observation 92b36cb3-9353-4013-a2c3-cbffac5d66b7 · outbound

This paper cites Gita: Graph to visual and textual integration for vision-language graph reasoning.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Gita: Graph to visual and textual integration for vision-language graph reasoning

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.649072Z

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 12896ef0-f292-484b-bf1a-8aad49d54bf6 · outbound

This paper cites VisionGraph: Leveraging large multimodal models for graph theory problems in visual context.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization VisionGraph: Leveraging large multimodal models for graph theory problems in visual context

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.631057Z

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 e15774b8-0c3c-4c5c-9fde-5d0462dc60bc · outbound

This paper cites How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.208214Z

Source-reported events for the cited work

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Observation 60bbae79-aca5-4e65-acc6-72f5ee3826ef · outbound

This paper cites Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems

Reference 49

Resolution: verified exact; local_arxiv, observed 2026-08-10T17:43:08.378774Z

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Observation 63497607-1c0a-4ce2-94a0-6d24ea275827 · outbound

This paper cites Finding community structure in very large networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Finding community structure in very large networks

Reference 50

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Observation ec26760a-0ef0-422e-b33a-10343540fa0d · outbound

This paper cites Influence maximization in complex networks through optimal percolation.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Influence maximization in complex networks through optimal percolation

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.597750Z

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Observation 44850577-a214-4520-916d-87c6b3c76845 · outbound

This paper cites CyNetDiff -- A Python Library for Accelerated Implementation of Network Diffusion Models.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization CyNetDiff -- A Python Library for Accelerated Implementation of Network Diffusion Models

Reference 52

Resolution: verified exact; local_arxiv, observed 2026-08-10T17:43:08.351967Z

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Observation 0a178564-92d0-4033-9a13-affa28557e8e · outbound

This paper cites Centrality measure in social networks based on linear threshold model.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Centrality measure in social networks based on linear threshold model

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.580304Z

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Observation 8359556e-59e8-47ae-80aa-cff752221f7d · outbound

This paper cites Hallucination is Inevitable: An Innate Limitation of Large Language Models.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Hallucination is Inevitable: An Innate Limitation of Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.238533Z

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Observation b639d738-4b18-4f98-b26e-d97f8ef5d28f · outbound

This paper cites Do LLMs Know about Hallucination? An Empirical Investigation of LLM's Hidden States.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Do LLMs Know about Hallucination? An Empirical Investigation of LLM's Hidden States

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.243684Z

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Observation fa2de517-4092-4199-847f-47db5975784e · outbound

This paper cites On the evolution of random graphs.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization On the evolution of random graphs

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.562754Z

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Observation 23d75bba-ec93-4434-8d98-fda3eba69b77 · outbound

This paper cites Emergence of scaling in random networks.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Emergence of scaling in random networks

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.253851Z

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Observation ab4d6a14-e38f-48e5-9778-098c536ae5d9 · outbound

This paper cites Collective dynamics of ‘small-world’networks.nature, 393(6684):440–442, 1998.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Collective dynamics of ‘small-world’networks.nature, 393(6684):440–442, 1998

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-10T17:43:08.259430Z

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Observation f89265e7-ad0d-4707-ad54-fdfbeff24615 · outbound

This paper cites Snap: A general-purpose network analysis and graph-mining library.

Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization Snap: A general-purpose network analysis and graph-mining library

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-08-10T17:43:08.524088Z

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Pith citing papers

Observation 4b142612-cf2c-414c-a5ef-5b6be0a6e2a8 · inbound

ACEvo: Adversarial Co-Evolution of Problem Distributions and Solvers for Combinatorial Optimization cites this paper.

ACEvo: Adversarial Co-Evolution of Problem Distributions and Solvers for Combinatorial Optimization Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:25:14.887511Z

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Observation cd1313c0-0490-45d8-b71f-a2f0c6fa01b8 · inbound

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving cites this paper.

A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving Bridging Visualization and Optimization: Multimodal Large Language Models on Graph-Structured Combinatorial Optimization

Reference 123

Resolution: verified exact; local_arxiv, observed 2026-08-04T20:55:42.756250Z

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