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Paper Citation Record · LEDGER

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving

As of 9 August 2026, this Paper Citation Record lists 47 of 47 outbound references and 2 inbound Pith citation observations for arXiv:2507.15615.

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

pith.paper-citation-record.v1
2507.15615 v1

Coverage vector

measured 47 of 47 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T15:32:16.186676Z

measured 49 of 49 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-12T05:11:47.211896Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-12T08:21:23.910379Z

Reference resolution

47 of 47 outbound references displayed

  • verified exact0
  • verified fuzzy31
  • unresolved15
  • parse uncertain0
  • malformed identifier1
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f296dd94-6e7c-4927-9c3f-a6a7e82d02ab · outbound

This paper cites A tsp-based milp model for medium-term planning of single-stage continuous multiproduct plants.Industrial & Engineering Chemistry Research, 47(20):7733–7743, 2008.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving A tsp-based milp model for medium-term planning of single-stage continuous multiproduct plants.Industrial & Engineering Chemistry Research, 47(20):7733–7743, 2008

Reference 1

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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.

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Observation 8525ed85-e95b-41fc-ba19-3a24645108d2 · outbound

This paper cites Biodiesel supply chain optimization modeled with geographical information system (gis) and mixed-integer linear programming (milp) for the northern great plains region.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Biodiesel supply chain optimization modeled with geographical information system (gis) and mixed-integer linear programming (milp) for the northern great plains region

Reference 2

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Observation d278cdcc-b6ae-4192-a0f7-ea4a8e3585c6 · outbound

This paper cites An milp model for optimization of a small-scale lng supply chain along a coastline.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving An milp model for optimization of a small-scale lng supply chain along a coastline

Reference 3

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source=pdf_text observed=2026-08-06T15:32:15.975998Z digest=sha256:a4f7ca8672799dd6203b360dc04a1b9de7d5183b70ac21cd0d92299b000476d0

Observation 6fa5db7e-7db3-496b-a572-d521e037ab67 · outbound

This paper cites Accelerating an fpga-based sat solver by software and hardware co-design.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Accelerating an fpga-based sat solver by software and hardware co-design

Reference 4

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raw_fallback, observed 2026-08-06T15:32:17.062645Z

Source-reported events for the cited work

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source=pdf_text observed=2026-08-06T15:32:15.980723Z digest=sha256:8c2e8db66e9a6c755a783bee2d4d31725955648d307f1eafe3b81eb1182eb8d8

Observation 99d34c64-e6cf-4ae3-b526-93dbcfd7d5dd · outbound

This paper cites Constraint improvements for milp-based hardware synthesis.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Constraint improvements for milp-based hardware synthesis

Reference 5

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source=pdf_text observed=2026-08-06T15:32:15.985541Z digest=sha256:ea54488474dae6196a3bd23feb846af5a22b0c656b4a5b473ae46b71fddb4fe8

Observation 2b082efb-94ba-49f0-b3fc-7dcac5c8d31c · outbound

This paper cites Integrated production and outbound distribution scheduling: review and extensions.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Integrated production and outbound distribution scheduling: review and extensions

Reference 6

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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.

source=pdf_text observed=2026-08-06T15:32:15.991144Z digest=sha256:fbad115bcdb8a4da7940a9c8a3282184706185b175592ca23e0fed1972c4aef2

Observation 7513fca8-e70e-41a9-bfbb-a9d56aa90b3f · outbound

This paper cites An milp for scheduling problems in an fms with one vehicle.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving An milp for scheduling problems in an fms with one vehicle

Reference 7

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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.

source=pdf_text observed=2026-08-06T15:32:15.997103Z digest=sha256:2680092e9254282684f2c7c9dc6bf2c533e6c0663e8bc7081a9a49ca238f9a21

Observation aa922624-994a-489f-a98f-b83bf2b860a8 · outbound

This paper cites Optimization of the power output scheduling of a renewables-based hybrid power station using milp approach: The case of tilos island.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Optimization of the power output scheduling of a renewables-based hybrid power station using milp approach: The case of tilos island

Reference 8

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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.

source=pdf_text observed=2026-08-06T15:32:16.002348Z digest=sha256:e30b06eae17ed0e5a05eb3030349ffb673206d33dc1bf05f12d3e25a6cec0e85

Observation 2c223a19-6a63-4131-baa5-31e78dc4471a · outbound

This paper cites A practical mixed integer linear programming based approach for unit commitment.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving A practical mixed integer linear programming based approach for unit commitment

Reference 9

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Observation 7430e0b4-845d-47fe-a89b-3eb97e24d1af · outbound

This paper cites Optimal sizing and energy management of a microgrid: A joint milp approach for minimization of energy cost and carbon emission.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Optimal sizing and energy management of a microgrid: A joint milp approach for minimization of energy cost and carbon emission

Reference 10

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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.

source=pdf_text observed=2026-08-06T15:32:16.011232Z digest=sha256:2e209c5a0c53d9f5edfc31458bbc8146931c1b96cdf334d22f4dd56227da64a4

Observation 9fc9691c-601b-4b6d-bdd1-13f5d69a6660 · outbound

This paper cites Efficient expansion planning of modern multi-energy distribution networks with electric vehicle charging stations: A stochastic milp model.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Efficient expansion planning of modern multi-energy distribution networks with electric vehicle charging stations: A stochastic milp model

Reference 11

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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.

source=pdf_text observed=2026-08-06T15:32:16.016205Z digest=sha256:dea07663cd09b242ce083f8f0afb7c4252a3e252d56544f45cd9871d521d0dca

Observation 408df426-4104-47d8-b6c3-67df61a90773 · outbound

This paper cites Worst-case analysis of two travelling salesman heuristics.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Worst-case analysis of two travelling salesman heuristics

Reference 12

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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.

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Observation 700cb8d3-93ed-4f48-b4ac-8c0ca7a954f2 · outbound

This paper cites Pivot and shift—a mixed integer programming heuristic.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Pivot and shift—a mixed integer programming heuristic

Reference 13

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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.

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Observation 9517d2d9-2f9b-4758-9e15-d187366655a3 · outbound

This paper cites Primal heuristics for mixed integer programs.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Primal heuristics for mixed integer programs

Reference 14

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

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Observation 96007d57-ea11-4d71-aae7-4c593c5a685b · outbound

This paper cites Zi round, a mip rounding heuristic.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Zi round, a mip rounding heuristic

Reference 15

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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.

source=pdf_text observed=2026-08-06T15:32:16.033784Z digest=sha256:ff69e74e3ac400d3b97560f4b3a33af47b1a63c7e5f8dc35db2c1f465368432c

Observation 396d248c-e5cc-4e49-bb72-bd9fb0605c23 · outbound

This paper cites Conflict-driven heuristics for mixed integer programming.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Conflict-driven heuristics for mixed integer programming

Reference 16

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

source=pdf_text observed=2026-08-06T15:32:16.038243Z digest=sha256:4160b2dd9f2598d3caa9da4fad8f474d24256b0c98a9cde44ab88a32dd0704bd

Observation 3663539a-cada-41a8-999a-e56a0a61178d · outbound

This paper cites The scip optimization suite 5.0.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving The scip optimization suite 5.0

Reference 17

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Observation 8375cef7-4608-44da-aa9f-7c914d7a77e0 · outbound

This paper cites Gurobi Optimizer Reference Manual, 2023.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Gurobi Optimizer Reference Manual, 2023

Reference 18

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Observation 1a69a72e-50f3-44c6-a619-6ebca5502b95 · outbound

This paper cites Large Language Models as Optimizers.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Large Language Models as Optimizers

Reference 19

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Observation d8aa186e-f36f-47f8-824a-e4dd4ac8f205 · outbound

This paper cites Language model crossover: Variation through few-shot prompting.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Language model crossover: Variation through few-shot prompting

Reference 20

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Observation 9cb68ff4-01d9-493e-a864-634771afa60b · outbound

This paper cites Evoprompting: Language models for code-level neural architecture search.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Evoprompting: Language models for code-level neural architecture search

Reference 21

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Observation bae242d6-5c5f-4a6b-bad0-715094bcb3e0 · outbound

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

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Mathematical discoveries from program search with large language models

Reference 22

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Observation 16026da1-2f88-4ff3-aefd-eb3e5d738dd3 · outbound

This paper cites A systematic survey on large language models for algorithm design.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving A systematic survey on large language models for algorithm design

Reference 23

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source=pdf_text observed=2026-08-06T15:32:16.068507Z digest=sha256:0fc68fb5d54df03f9bd8f18c248d2a927836c3616c834c54328910b4a08e12a2

Observation 1e9ba9f0-4d97-483d-8ed2-d36a2b423ff8 · outbound

This paper cites Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 24

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Observation 3ee763af-7a45-4e03-9a2c-a312602447b2 · outbound

This paper cites Llm4solver: Large language model for efficient algorithm design of combinatorial optimization solver.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Llm4solver: Large language model for efficient algorithm design of combinatorial optimization solver

Reference 25

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

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Observation df65d598-ed4d-443a-8cb5-fe6e2f0e5247 · outbound

This paper cites Self-paced cur- riculum learning.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Self-paced cur- riculum learning

Reference 26

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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.

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Observation 4ed69d21-37cb-4912-a5e5-a377767e7e32 · outbound

This paper cites Meta-Learning for Semi-Supervised Few-Shot Classification.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Meta-Learning for Semi-Supervised Few-Shot Classification

Reference 27

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Observation 744516e5-75dc-4537-9b91-2758a912336a · outbound

This paper cites Learning to sample hard instances for graph algorithms.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Learning to sample hard instances for graph algorithms

Reference 28

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

source=pdf_text observed=2026-08-06T15:32:16.090850Z digest=sha256:4fd63cd72030b772f13c703b02d6fb23e21d04cf961ced35e0981f34e01f6309

Observation 8c909714-be18-4613-9175-3b6d51c13e11 · outbound

This paper cites Curriculum learning.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Curriculum learning

Reference 29

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

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Observation f55b6b50-4b53-48df-a00e-6bb332b4c4e0 · outbound

This paper cites An automatic method for solving discrete programming problems.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving An automatic method for solving discrete programming problems

Reference 30

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

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Observation 9132b463-4127-4bb8-a73c-ec2d6b51d0fd · outbound

This paper cites Handbook of evolutionary computa- tion.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Handbook of evolutionary computa- tion

Reference 31

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source=pdf_text observed=2026-08-06T15:32:16.103648Z digest=sha256:a2f2b5b3449d16ba82fc4e29a010bc207913e1f133a1524f2f1dd61ab98ac904

Observation ffc33594-fd61-46ef-8c32-37b8a0e0e5b9 · outbound

This paper cites Evolutionary learning: Advances in theories and algorithms.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Evolutionary learning: Advances in theories and algorithms

Reference 32

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source=pdf_text observed=2026-08-06T15:32:16.108350Z digest=sha256:aa12d9506dc4a7b28fd7d3764feaf2ee206030e284f2e439caa25eb370eda9b0

Observation ad0ce0cb-a6bf-43fe-92be-e7b036e56113 · outbound

This paper cites From evolutionary computation to the evolution of things.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving From evolutionary computation to the evolution of things

Reference 33

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source=pdf_text observed=2026-08-06T15:32:16.112996Z digest=sha256:48e86d1fc332ae4c709e8c4a48da069f2ff15d2526c809bec71cd2c533fa1c3e

Observation 510fb190-0e27-4425-a7bd-db38ec496c5e · outbound

This paper cites A Comprehensive Overview of Large Language Models.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving A Comprehensive Overview of Large Language Models

Reference 34

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Observation 6cbdb323-00fb-4a7a-84d0-f6be3c99812b · outbound

This paper cites Evolutionary com- putation in the era of large language model: Survey and roadmap.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Evolutionary com- putation in the era of large language model: Survey and roadmap

Reference 36

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verified fuzzy
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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.

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Observation 1bcd6e7a-8448-4bf9-8b10-40797317d917 · outbound

This paper cites Towards Understanding Generalization of Deep Learning: Perspective of Loss Landscapes.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Towards Understanding Generalization of Deep Learning: Perspective of Loss Landscapes

Reference 37

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Observation 334418a7-5a74-4b65-b08b-a662a30eb5c0 · outbound

This paper cites How does loss function affect generalization performance of deep learning? application to human age estimation.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving How does loss function affect generalization performance of deep learning? application to human age estimation

Reference 38

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verified fuzzy
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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.

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Observation 45ed7778-fedb-45a1-9e6f-f15c81dd3504 · outbound

This paper cites Fantastic Generalization Measures and Where to Find Them.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Fantastic Generalization Measures and Where to Find Them

Reference 39

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Observation da7e3b64-564a-4165-a412-93f5151de1a0 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 40

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no resolver link, observed 2026-08-06T15:32:16.149903Z

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Observation 9b37f6d1-730d-4f09-9d8e-f41b96c54a9d · outbound

This paper cites ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving ChatEval: Towards Better LLM-based Evaluators through Multi-Agent Debate

Reference 41

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Observation a5693d01-33ea-44ed-82dc-0293fc60cdc7 · outbound

This paper cites AFlow: Automating Agentic Workflow Generation.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving AFlow: Automating Agentic Workflow Generation

Reference 42

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source=pdf_text observed=2026-08-06T15:32:16.159572Z digest=sha256:b8391f5ffc5976a0a98b91c028882d6296c4b4440ecf84587b2ad1eaa65fe85e

Observation f10aff24-71f5-41f4-973d-61fa9c361324 · outbound

This paper cites Improving Multi-Agent Debate with Sparse Communication Topology.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Improving Multi-Agent Debate with Sparse Communication Topology

Reference 43

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no resolver link, observed 2026-08-06T15:32:16.164452Z

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Observation 59aa7d7a-403c-4a99-a3e6-a230a7b6bf74 · outbound

This paper cites Constraint integer programming.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Constraint integer programming

Reference 44

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verified fuzzy
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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.

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Observation b2953374-278a-44ae-9152-86bbbb59f510 · outbound

This paper cites Learning to dive in branch and bound.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Learning to dive in branch and bound

Reference 45

Resolution
verified fuzzy
raw_fallback, observed 2026-08-06T15:32:16.598440Z

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.

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Observation ee38c73e-9197-468e-8d9b-79103b85b9f2 · outbound

This paper cites Understanding the importance of evolutionary search in automated heuristic design with large language models.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving Understanding the importance of evolutionary search in automated heuristic design with large language models

Reference 46

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verified fuzzy
raw_fallback, observed 2026-08-06T15:32:16.664875Z

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.

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Observation db6bf6ea-ec1b-4044-af53-66505fb900c9 · outbound

This paper cites The underlying similarity of diversity measures used in evolutionary computation.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving The underlying similarity of diversity measures used in evolutionary computation

Reference 47

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verified fuzzy
raw_fallback, observed 2026-08-06T15:32:16.583430Z

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.

source=pdf_text observed=2026-08-06T15:32:16.182227Z digest=sha256:c585e8295d973c1ccac8ddcf61e2940719fce1389b00a167cc096057b6dc8ff5

Observation c54e1cf1-613a-4e9e-aaf4-df1d2cf50a77 · outbound

This paper cites and "mayroundup.

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving and "mayroundup

Reference 48

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malformed identifier
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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.

source=pdf_text observed=2026-08-06T15:32:16.186676Z digest=sha256:c38ebb5ae04c43ac983c704b1c31ff2c826f7387e177fbf1a46b1a54307558b8

Pith citing papers

Observation 6617a185-5ffb-4ba0-87a9-65d9c9805553 · inbound

AHD Agent: Agentic Reinforcement Learning for Automatic Heuristic Design cites this paper.

AHD Agent: Agentic Reinforcement Learning for Automatic Heuristic Design DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving

Reference 19

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arxiv_id, observed 2026-05-12T08:21:23.914336Z

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.

source=pdf_text observed=2026-05-12T01:14:39.643357Z digest=sha256:d7fbbe2b9ee01ee9a1cef1b8cc6615e678c6b0e4c4ad4729346912e122968b3f

Observation 2d71a172-cf0f-4496-8cc6-599bf1732890 · inbound

LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs cites this paper.

LLM4Branch: Large Language Model for Discovering Efficient Branching Policies of Integer Programs DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving

Reference 37

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verified exact
arxiv_id, observed 2026-05-12T05:31:25.503647Z

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.

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