Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model | Paper Citation Record

Observation 90d47ed1-1f6f-458f-9d0e-0c1123bb1fa5 · inbound

The Paradox of Success in Evolutionary and Bioinspired Optimization: Revisiting Critical Issues, Key Studies, and Methodological Pathways cites this paper.

The Paradox of Success in Evolutionary and Bioinspired Optimization: Revisiting Critical Issues, Key Studies, and Methodological Pathways Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 81

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Successor-Generator Planning with LLM-generated Heuristics cites this paper.

Successor-Generator Planning with LLM-generated Heuristics Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 24

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Explainable AI-assisted Optimization for Feynman Integral Reduction cites this paper.

Explainable AI-assisted Optimization for Feynman Integral Reduction Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 80

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Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows cites this paper.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 25

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TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution cites this paper.

TrajEvo: Designing Trajectory Prediction Heuristics via LLM-driven Evolution Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 40

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Evolutionary Computation and Large Language Models: A Survey of Methods, Synergies, and Applications cites this paper.

Evolutionary Computation and Large Language Models: A Survey of Methods, Synergies, and Applications Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 67

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Observation c4368323-60a7-45d4-9dcc-edd68c809049 · inbound

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms cites this paper.

LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 6

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Observation 2ce2e4f7-f9ff-48e9-9024-a7e4abfd309f · inbound

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models cites this paper.

REMoH: A Reflective Evolution of Multi-objective Heuristics approach via Large Language Models Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 9

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Observation cb992b3b-57d5-4e9e-b5af-ae04dc0dc782 · inbound

STRCMP: Integrating Graph Structural Priors with Language Models for Combinatorial Optimization cites this paper.

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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AlphaEvolve: A coding agent for scientific and algorithmic discovery cites this paper.

AlphaEvolve: A coding agent for scientific and algorithmic discovery Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 64

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Observation 9a4e30b3-132e-428d-b4f2-0cdf32a5a733 · inbound

Discovering Algorithms with Computational Language Processing cites this paper.

Discovering Algorithms with Computational Language Processing Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 6

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Observation 059649be-9bfe-4593-8105-e84fefeef450 · inbound

Behaviour Space Analysis of LLM-driven Meta-heuristic Discovery cites this paper.

Behaviour Space Analysis of LLM-driven Meta-heuristic Discovery Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 4

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CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning cites this paper.

CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 16

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

DHEvo: Data-Algorithm Based Heuristic Evolution for Generalizable MILP Solving cites this paper.

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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MeLA: A Metacognitive LLM-Driven Architecture for Automatic Heuristic Design cites this paper.

MeLA: A Metacognitive LLM-Driven Architecture for Automatic Heuristic Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 18

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ELATE: Evolutionary Language model for Automated Time-series Engineering cites this paper.

ELATE: Evolutionary Language model for Automated Time-series Engineering Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 34

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Observation 3562725e-6bc9-4401-ad9d-4de5cbbf78b0 · inbound

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem cites this paper.

Re-evaluating LLM-based Heuristic Search: A Case Study on the 3D Packing Problem Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 17

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Observation fde74624-1519-4fd0-b602-2b70b2f9c33c · 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 Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 154

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Observation 532bcba0-da32-4fc0-b906-81f5bc44a5dc · inbound

LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm cites this paper.

LLM-Based Instance-Driven Heuristic Bias In the Context of a Biased Random Key Genetic Algorithm Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 21

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An In-depth Study of LLM Contributions to the Bin Packing Problem cites this paper.

An In-depth Study of LLM Contributions to the Bin Packing Problem Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 30

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C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving cites this paper.

C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 33

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Observation 05644adb-51d4-4d9a-be34-1246068e09ef · inbound

TransGP: Task-Conditioned Transformer-Guided Genetic Programming for Multitask Dynamic Flexible Job Shop Scheduling cites this paper.

TransGP: Task-Conditioned Transformer-Guided Genetic Programming for Multitask Dynamic Flexible Job Shop Scheduling Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 38

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Observation ac200e37-1316-4288-9aba-543513669607 · inbound

ResearchEVO: An End-to-End Framework for Automated Scientific Discovery and Documentation cites this paper.

ResearchEVO: An End-to-End Framework for Automated Scientific Discovery and Documentation Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 19

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Observation fd8ec031-1273-4937-acd9-22972dff8b41 · inbound

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation cites this paper.

COEVO: Co-Evolutionary Framework for Joint Functional Correctness and PPA Optimization in LLM-Based RTL Generation Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 13

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Automated Large-scale CVRP Solver Design via LLM-assisted Flexible MCTS cites this paper.

Automated Large-scale CVRP Solver Design via LLM-assisted Flexible MCTS Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 13

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Inference-Time Budget Control for LLM Search Agents cites this paper.

Inference-Time Budget Control for LLM Search Agents Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 26

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Observation a8b0daa4-03e0-47ae-bb1e-8c6ba41a074f · inbound

HMACE: Heterogeneous Multi-Agent Collaborative Evolution for Combinatorial Optimization cites this paper.

HMACE: Heterogeneous Multi-Agent Collaborative Evolution for Combinatorial Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 28

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T01:50:51.189221Z

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Observation d3ed3687-1405-496b-9ad0-22a5819c56b8 · inbound

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling cites this paper.

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 41

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Observation 7f2fd4a2-0dde-40fa-903f-e0d7e548188e · inbound

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling cites this paper.

LLMs Improving LLMs: Agentic Discovery for Test-Time Scaling Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 41

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Observation 15808a94-c3b4-481f-a86d-89b07cab2c2a · inbound

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

AHD Agent: Agentic Reinforcement Learning for Automatic Heuristic Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 9

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Observation df40a421-dba1-4605-95a1-cbcf871c70f5 · inbound

Budget-Efficient Automatic Algorithm Design via Code Graph cites this paper.

Budget-Efficient Automatic Algorithm Design via Code Graph Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 3

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Observation 36b745b0-52ad-46db-9326-ae704b657677 · inbound

Formalize, Don't Optimize: The Heuristic Trap in LLM-Generated Combinatorial Solvers cites this paper.

Formalize, Don't Optimize: The Heuristic Trap in LLM-Generated Combinatorial Solvers Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 31

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Observation 162a3ac2-5fcf-47ce-9fdb-75eb2b0c63c3 · inbound

SMCEvolve: Principled Scientific Discovery via Sequential Monte Carlo Evolution cites this paper.

SMCEvolve: Principled Scientific Discovery via Sequential Monte Carlo Evolution Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 2

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Observation fd3f198a-59ef-4728-99d6-721c19bd98cd · inbound

Latent Heuristic Search: Continuous Optimization for Automated Algorithm Design cites this paper.

Latent Heuristic Search: Continuous Optimization for Automated Algorithm Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 12

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Observation 6c24b9fa-430d-449f-bd92-376647a2b4f8 · inbound

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches cites this paper.

Democratizing Large-Scale Re-Optimization with LLM-Guided Model Patches Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 17

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Observation d3bbfb02-e1f1-41b7-b48d-26853f1ec95d · inbound

FrontierOR: Benchmarking LLMs' Capacity for Efficient Algorithm Design in Large-Scale Optimization cites this paper.

FrontierOR: Benchmarking LLMs' Capacity for Efficient Algorithm Design in Large-Scale Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 13

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Observation 0dae6897-20a6-4772-81c7-1122a0ee0b1b · inbound

EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation cites this paper.

EvoGens: A Population-Based Heuristic Search Framework for Scientific Idea Generation Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 33

Resolution: verified exact; arxiv_id, observed 2026-06-28T22:32:44.181804Z

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Observation d2821f55-2190-4368-a649-e676590e85d2 · inbound

LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks cites this paper.

LLM-Guided Neural Architecture Search for Robust Co-Design of Physical Neural Networks Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 32

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Observation dbd320df-e816-4de8-9671-fcdf109d533d · inbound

MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design cites this paper.

MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T16:48:40.047029Z

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Observation e3c921ec-3073-40c2-9742-b0e9a4d21c79 · inbound

MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design cites this paper.

MeEvo: Metacognitive Evolution Combined with Natural Evolution for Automatic Heuristic Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-06-30T10:54:36.223483Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c054905d-5fad-4259-8be0-4650ef5fd0f3 · inbound

Interpreting Neural Combinatorial Optimization via Evolving Programmatic Bottlenecks cites this paper.

Interpreting Neural Combinatorial Optimization via Evolving Programmatic Bottlenecks Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 26

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:39:30.225084Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 619b31f6-f7fa-4e64-bffc-c113bd4cf52a · inbound

RACL: Reasoning-Agent Control Layers for Continuous Metaheuristic Learning cites this paper.

RACL: Reasoning-Agent Control Layers for Continuous Metaheuristic Learning Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 10

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T03:39:30.865259Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 0fdaa2bb-4efc-4856-8171-da010f5919ae · inbound

LLM-Driven Heuristic Frame-Level Quantization Parameter Adaptation for VVenC cites this paper.

LLM-Driven Heuristic Frame-Level Quantization Parameter Adaptation for VVenC Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T05:59:37.610670Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 68da259d-989e-466a-886c-7fada839da1d · inbound

Harness-Aware Self-Evolving: Co-Evolving Model Weights, Harness, and Task Solutions cites this paper.

Harness-Aware Self-Evolving: Co-Evolving Model Weights, Harness, and Task Solutions Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 30

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Observation 55a05ed2-2517-415e-954f-05c6105a49a2 · inbound

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops cites this paper.

Recursive Self-Improvement in AI: From Bounded Self-Refinement to Autonomous Research Loops Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 163

Resolution: metadata mismatch; local_arxiv, observed 2026-07-09T03:45:55.763650Z

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No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d5ac3642-0ea3-49df-8321-766912bd8507 · inbound

Evolutionary Algorithm-Guided LLMs for Physics-Informed Neural Network Design cites this paper.

Evolutionary Algorithm-Guided LLMs for Physics-Informed Neural Network Design Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-01T22:59:15.273752Z

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Observation 2ef07f47-8b2f-436a-91e3-23159e9ae5a9 · inbound

Automated Discovery Has No Universally Superior Harness cites this paper.

Automated Discovery Has No Universally Superior Harness Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T15:40:11.620242Z

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Observation 1ada2630-ebfc-4fab-bae4-0745ad449475 · inbound

MILP-Evo: Closed-Loop Fully Automatic Design of MILP Solvers cites this paper.

MILP-Evo: Closed-Loop Fully Automatic Design of MILP Solvers Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 24

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Observation 962eaa74-353e-4565-a227-bdb8082bf18a · inbound

OPTScientist: Multi-Agent Discovery of Typed Optimizer Programs for Transformer Pretraining cites this paper.

OPTScientist: Multi-Agent Discovery of Typed Optimizer Programs for Transformer Pretraining Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-02T12:30:37.006708Z

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Observation 611af810-7c4a-4746-a3ce-32dc921a55bd · inbound

SpecAHD: Localize to Specialize for Automated Heuristic Design in Large-Scale Routing Problems cites this paper.

SpecAHD: Localize to Specialize for Automated Heuristic Design in Large-Scale Routing Problems Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 7

Resolution: unresolved; no resolver link, observed 2026-07-30T16:16:27.165251Z

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Observation 24143d3c-034e-48ed-b2df-08cc6a8b82d6 · inbound

EvoPINN: Agentic Discovery of Executable Algorithms for Physics-Informed Neural Networks cites this paper.

EvoPINN: Agentic Discovery of Executable Algorithms for Physics-Informed Neural Networks Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-01T14:43:09.556847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b9f8ff9-e062-4d0e-84b7-36b7f3841db5 · inbound

SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization cites this paper.

SCOPE: Synthetic Conditional Objectives for Policy Evolution in Black-Box Combinatorial Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-01T04:26:44.845361Z

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Observation 500b15d3-4a32-47d1-89a2-94ab0832393b · inbound

LM-GRASP: Instance-Specific Language Models for Combinatorial Construction via Online Imitation Learning cites this paper.

LM-GRASP: Instance-Specific Language Models for Combinatorial Construction via Online Imitation Learning Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 16

Resolution: unresolved; no resolver link, observed 2026-07-31T16:48:18.669858Z

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Unavailable: canonical work link unavailable.

Observation a9731b2d-a8de-4bf4-982c-ed055371fcc5 · inbound

Overcoming the Weakest-Link Effect in LLM-Driven Program Optimization via Heterogeneous Edit Recombination cites this paper.

Overcoming the Weakest-Link Effect in LLM-Driven Program Optimization via Heterogeneous Edit Recombination Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-03T16:45:52.061682Z

Source-reported events for the cited work

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Observation 345457d0-1b21-47f7-aa42-376266bf6ea4 · inbound

AutoSND: From Execution Evidence to Structural Policies for Automated Network Dismantling Heuristic Discovery cites this paper.

AutoSND: From Execution Evidence to Structural Policies for Automated Network Dismantling Heuristic Discovery Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:18:32.854448Z

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Unavailable: canonical work link unavailable.

Observation f803c26f-e008-4698-8330-f5097818ea76 · inbound

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization cites this paper.

A Hybrid Nested Harness for Decoupling Structure and Parameters in LLM-Driven Optimization Evolution of Heuristics: Towards Efficient Automatic Algorithm Design Using Large Language Model

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-12T00:28:29.706488Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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