Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:28.925570Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 55 of 55 outbound references and 2 inbound Pith citation observations for arXiv:2506.11057.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:58:28.925570Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-06-26T04:47:47.691913Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-04T13:59:51.928527Z
55 of 55 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation eedc734c-1a57-4d84-ba66-b1f24625180a · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization An integer programming approach to scheduling.Computer scheduling of public transport urban passenger vehicle and crew scheduling, pages 269–280, 1981
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 84fc1016-bf5a-4838-b916-f0547374923f · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization A data-driven three-layer algorithm for split delivery vehicle routing problem with 3d container loading constraint
Reference 2
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d6cbe11b-f07e-4828-b23c-3a8d1623283d · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization LLM+P: Empowering Large Language Models with Optimal Planning Proficiency
Reference 3
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Unavailable: canonical work link unavailable.
Observation abb1f5d6-01a4-4465-b507-3add383f7c53 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Exploiting special structure in semidefinite programming: A survey of theory and applications.European Journal of Operational Research, 201(1):1–10, 2010
Reference 4
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a3828e1c-ac6a-4c8f-9c14-2345e928b8e8 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization PhD thesis, Citeseer, 2011
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5480eac3-27e3-4c57-8ff4-ec69e4e8c41f · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization The molecule problem: Exploiting structure in global optimization.SIAM Journal on Optimization, 5(4):835–857, 1995
Reference 6
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 85e1117f-9a7d-4f68-ba18-f34b7ab06ac3 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Machine learning for combinatorial optimization: a methodological tour d’horizon.European Journal of Operational Research, 290(2):405–421, 2021
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 513e41c9-a0cf-4aec-98ad-71a7d7930143 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Attention is all you need.Advances in neural information processing systems, 30, 2017
Reference 8
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Unavailable: canonical work link unavailable.
Observation 0de96ab1-4f44-402c-8252-d7c3a24d52d3 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Neural Combinatorial Optimization with Reinforcement Learning
Reference 9
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Unavailable: canonical work link unavailable.
Observation 86bf162d-3b0a-4037-af8c-ba44deee4ac5 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Mip-gnn: A data-driven framework for guiding combinatorial solvers
Reference 10
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Observation c3d8f518-93c8-4f75-837a-fa7ec73a9daf · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Hyper- reactive tabu search for maxsat
Reference 11
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ca316e91-40da-4818-9200-32768e4ee154 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning when to use a decompo- sition
Reference 12
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4e172898-6bf9-4c7e-a751-44dafe06fa68 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning a classification of mixed-integer quadratic programming problems
Reference 13
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation fac73ad3-7de1-4221-be6b-91502baabd67 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Exact Combinatorial Optimization with Graph Convolutional Neural Networks
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4da25c35-3555-4eff-92a5-d6ef4e4b7d5a · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning Cut Selection for Mixed-Integer Linear Programming via Hierarchical Sequence Model
Reference 15
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Unavailable: canonical work link unavailable.
Observation 504c93e6-5d67-4b1f-a94f-285ae74a2f17 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning to cut via hierarchical sequence/set model for efficient mixed-integer programming.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024
Reference 16
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 6fde0ca0-e85f-4893-aa23-b711dded1da8 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization
Reference 17
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Unavailable: canonical work link unavailable.
Observation fe808437-5ddf-43ca-9f30-16c956eb5dca · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Large Language Models as Optimizers
Reference 18
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Unavailable: canonical work link unavailable.
Observation 721858bc-9fdc-4fd4-be8e-6e24ebf41f79 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization How Multimodal Integration Boost the Performance of LLM for Optimization: Case Study on Capacitated Vehicle Routing Problems
Reference 19
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Unavailable: canonical work link unavailable.
Observation 03256996-f358-4d3d-8a04-be59d282bdfe · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Mathematical discoveries from program search with large language models
Reference 20
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Unavailable: canonical work link unavailable.
Observation cb992b3b-57d5-4e9e-b5af-ae04dc0dc782 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model
Reference 21
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Unavailable: canonical work link unavailable.
Observation a38f7215-d266-4709-b724-55e7a667f8cc · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization ReEvo: Large Language Models as Hyper-Heuristics with Reflective Evolution
Reference 22
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Unavailable: canonical work link unavailable.
Observation fd9f4270-a89f-4fde-a92e-bcab327388bc · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization The Second Half.https://ysymyth.github.io/The-Second-Half/, 2025
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e53b1b0b-d3c3-4bea-9436-e8884e8b42cb · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Accelerating linear programming solving by exploiting the performance variability via reinforcement learning
Reference 24
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 37896434-0e2f-4f0f-88e9-e781a3769d80 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Pointer networks.Advances in neural information processing systems, 28, 2015
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 40a396d1-074c-4368-989d-c2eac9dc2eeb · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Sequence to sequence learning with neural networks.Advances in neural information processing systems, 27, 2014
Reference 26
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Unavailable: canonical work link unavailable.
Observation 536f4059-3fa2-44d9-8603-231a922c3c91 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization A theoretical and com- putational analysis of full strong-branching.Mathematical Programming, 205(1):303–336, 2024
Reference 27
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 82e1122c-6744-4f90-92d2-ad5e299653f8 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization A systematic survey on large language models for algorithm design.arXiv preprint arXiv:2410.14716, 2024
Reference 28
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Unavailable: canonical work link unavailable.
Observation ce1d5194-f6be-40b1-bd60-47776fbb0987 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization AutoSAT: Automatically Optimize SAT Solvers via Large Language Models
Reference 29
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Observation 42e92391-31f8-4ccf-9712-c7301a2c0d9e · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Llm4solver: Large language model for efficient algorithm design of combinatorial optimization solver
Reference 30
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a801f64d-5d89-4db3-9006-357b7e0835e2 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Past and future of the cap set problem
Reference 31
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e80e231f-9262-4a87-aaea-f93fb997069b · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Bin packing optimization via deep reinforcement learning.IEEE Robotics and Automation Letters, 2025
Reference 32
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 381804ee-ae3b-40d5-90eb-d0bc5df62987 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Courier Corporation, 1998
Reference 33
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Observation 67c8a76a-ef23-4de7-896e-dbccae19d50d · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Traveling salesman problem
Reference 34
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation ddc530b6-7d8c-48a8-8f49-4c1f07dffc90 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Production planning: a review.European Journal of Operational Research, 7(2):101–110, 1981
Reference 35
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation aef5b9b0-6c90-4946-bd33-77a6e712f85e · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization SIAM, 2002
Reference 36
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Unavailable: canonical work link unavailable.
Observation a62c3209-f023-4665-970e-db3e3b3275e8 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Direct preference optimization: Your language model is secretly a reward model
Reference 37
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Unavailable: canonical work link unavailable.
Observation 3304cf9f-2773-471a-ae45-638e442ea1cb · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Courier Corporation, 2012
Reference 38
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Unavailable: canonical work link unavailable.
Observation 6820b6b2-db46-41ed-bee0-b527d7f37b49 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Foundations of multimodal co- learning.Information Fusion, 64:188–193, 2020
Reference 39
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 2ac97e95-cdbd-4e2b-9092-7e1b7e2d569c · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning a SAT Solver from Single-Bit Supervision
Reference 40
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Unavailable: canonical work link unavailable.
Observation f4d94a8d-874c-4e1e-86c8-4d038f11e9d2 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Set covering algorithms using cutting planes, heuristics, and subgradient optimization: a computational study
Reference 41
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 365f5283-0b52-4c80-b0a8-8dcff87b45ae · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Springer, 2016
Reference 42
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Unavailable: canonical work link unavailable.
Observation 346d5815-76a8-45c3-94a5-9d95413a785a · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning to branch with Tree MDPs
Reference 43
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Observation ef5aefda-a020-4895-be79-a03927d58673 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Exact com- binatorial optimization with graph convolutional neural networks
Reference 44
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Unavailable: canonical work link unavailable.
Observation 8cd52492-df70-4851-b639-1094bc289e80 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Improving learning to branch via reinforcement learning
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 786bcc7a-efe2-4e98-8d0c-04444e8bbe57 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization On the facets of the mixed–integer knapsack polyhedron.Mathematical Programming, 98(1):145–175, 2003
Reference 46
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b7714827-752e-466f-bb55-951db871b434 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Connections in networks: A hybrid approach
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1f9b025b-41f7-4e9a-9325-ffe523eb6a3a · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Machine learning for combinatorial optimization, 2021
Reference 48
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c461b1e7-2220-4efe-914f-49ac695b888e · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Proceedings of sat competition 2023: Solver, benchmark and proof checker descriptions
Reference 49
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation eb410981-91d4-445e-a4bb-203de9d6b19a · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Ecole: A Gym-like Library for Machine Learning in Combinatorial Optimization Solvers
Reference 50
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Unavailable: canonical work link unavailable.
Observation f7856e0d-c201-454f-8a74-bafd713d29ff · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Hardsatgen: Understanding the difficulty of hard sat formula generation and a strong structure-hardness-aware baseline
Reference 51
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation c939a651-126e-4b8d-aef2-b296ba3b1795 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization The SCIP Optimization Suite 8.0
Reference 52
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Observation ae781948-96f9-48f8-9c69-3c3998bb44fe · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Solving Mixed Integer Programs Using Neural Networks
Reference 53
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Observation c53c1bf2-740e-4a5d-8dad-c7de2c9ae3dd · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Learning to search in branch and bound algorithms
Reference 54
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 06f6f06b-64ed-4908-85f0-63ecf81e7756 · outbound
STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization Automated configuration of mixed in- teger programming solvers
Reference 55
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation e36ba57f-d37f-47c3-9864-d1f6867ce168 · inbound
Large Language Models for Operations Research: A Comprehensive Survey STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization
Reference 77
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No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation d1f29771-3440-4c40-b6b0-6edd1a877073 · inbound
Reinforcement Learning without Ground-Truth Solutions can Improve LLMs STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.