Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs | Paper Citation Record

Observation 4243d3e3-5165-453c-98c8-da7b6bb70efc · outbound

This paper cites Evolution of heuristics: Towards efficient automatic algorithm design using large language model.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Evolution of heuristics: Towards efficient automatic algorithm design using large language model

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.485964Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 005e57dd-6b3a-4282-8372-195f7d311f29 · outbound

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

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs AlphaEvolve: A coding agent for scientific and algorithmic discovery

Reference 2

Resolution: verified exact; local_arxiv, observed 2026-05-11T19:56:10.233009Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2c60d01-527d-4fc6-8283-31d58bd5ebad · outbound

This paper cites GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs GEPA: Reflective Prompt Evolution Can Outperform Reinforcement Learning

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-05-12T07:26:20.435474Z

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Observation eec0abed-9412-400f-b2d0-9e6fcd0729f6 · outbound

This paper cites Eureka: Human-level reward design via coding large language models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Eureka: Human-level reward design via coding large language models

Reference 4

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.200375Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6824fc3d-146e-42f3-a7b7-80a463258ae4 · outbound

This paper cites Automatically learning hybrid digital twins of dynamical systems.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Automatically learning hybrid digital twins of dynamical systems

Reference 5

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.438364Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cc8f1eaf-67e1-4b23-a80d-05af1f1256ad · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.190016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e21aa36e-ddd3-4074-b5b6-093005793fe7 · outbound

This paper cites A survey on large language models for code generation.ACM Transactions on Software Engineering and Methodology, 35 (2):1–72.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs A survey on large language models for code generation.ACM Transactions on Software Engineering and Methodology, 35 (2):1–72

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.243170Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 26299479-1ef4-492e-92ec-92ea2c8fd10a · outbound

This paper cites Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Language models are few-shot learners.Advances in neural information processing systems, 33:1877–1901

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.383195Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3458f884-444f-4a51-81f9-645b1684175c · outbound

This paper cites Large language models are zero-shot reasoners.Advances in neural information processing systems, 35:22199–22213.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Large language models are zero-shot reasoners.Advances in neural information processing systems, 35:22199–22213

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.479519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ec2292e3-e9eb-4ebe-b5b3-0fe2a12a7911 · outbound

This paper cites Reevo: Large language models as hyper-heuristics with reflective evolution.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Reevo: Large language models as hyper-heuristics with reflective evolution

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.470498Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 604de9ca-3945-43ef-b7b3-819ed323faa5 · outbound

This paper cites Dorigo and L.M.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Dorigo and L.M

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.455886Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4488dc16-f688-4add-a8e6-f95dfa235366 · outbound

This paper cites Dorigo, L.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Dorigo, L

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-05-08T21:59:18.891530Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 48386c9a-6c4a-4066-8137-4c7f8774cead · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 13

Resolution: verified exact; doi, observed 2026-05-08T21:59:18.895135Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8e3e8468-8925-4d53-9db0-05db44959ac2 · outbound

This paper cites Large language model-driven large neigh- borhood search for large-scale MILP problems.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Large language model-driven large neigh- borhood search for large-scale MILP problems

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.295115Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 11ceec3c-fa0a-40b9-bbe9-b499c2d11a5a · outbound

This paper cites Pomo: Policy optimization with multiple optima for reinforcement learning.Advances in neural information processing systems, 33:21188–21198.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Pomo: Policy optimization with multiple optima for reinforcement learning.Advances in neural information processing systems, 33:21188–21198

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.418568Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e1299778-6874-444b-b494-7496b6efeada · outbound

This paper cites Algorithm Evolution Using Large Language Model.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Algorithm Evolution Using Large Language Model

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:56:10.227067Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c559f8a0-a043-4a12-b47b-dcf76c656b91 · outbound

This paper cites Hifo-prompt: Prompting with hindsight and foresight for LLM-based automatic heuristic design.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Hifo-prompt: Prompting with hindsight and foresight for LLM-based automatic heuristic design

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.441760Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c6a8047-0550-47bd-8668-a89fee91ae7c · outbound

This paper cites Monte carlo tree search for comprehensive exploration in llm-based automatic heuristic design.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Monte carlo tree search for comprehensive exploration in llm-based automatic heuristic design

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.387064Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1d9fa672-d7ea-4807-9d57-4ef22df62bd0 · outbound

This paper cites Motif: Multi-strategy optimization via turn-based interactive framework.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Motif: Multi-strategy optimization via turn-based interactive framework

Reference 19

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.186763Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39efd48f-b448-4989-9c00-e8c4059f8b45 · outbound

This paper cites Generalizable heuristic generation through LLMs with meta-optimization.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Generalizable heuristic generation through LLMs with meta-optimization

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.214789Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 45e3ecf6-71a4-47be-bdf4-14c70a00acfc · outbound

This paper cites CALM: Co-evolution of algorithms and language model for automatic heuristic design.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs CALM: Co-evolution of algorithms and language model for automatic heuristic design

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.344904Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d2a0780-6815-48a3-beb6-c1c28f563ab6 · outbound

This paper cites Hyper-heuristics: A survey of the state of the art.Journal of the Operational Research Society, 64(12):1695–1724.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Hyper-heuristics: A survey of the state of the art.Journal of the Operational Research Society, 64(12):1695–1724

Reference 22

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.155559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7cbff10f-360a-4a53-82e4-d5b3e0dd8153 · outbound

This paper cites Exploring hyper-heuristic methodologies with genetic programming.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Exploring hyper-heuristic methodologies with genetic programming

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.330916Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ade58f47-bb16-4255-8182-c6236414bcdb · outbound

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

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Mathematical discoveries from program search with large language models

Reference 24

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.379638Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cf7ed236-8fcd-44b1-b18f-ac120644a3ed · outbound

This paper cites Hsevo: Elevating automatic heuristic design with diversity-driven harmony search and genetic algorithm using llms.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Hsevo: Elevating automatic heuristic design with diversity-driven harmony search and genetic algorithm using llms

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.449719Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 39b92e37-3fe8-442d-a6bb-5eb4838ec704 · outbound

This paper cites Efficient heuristics generation for solving combinatorial optimization problems using large lan- guage models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Efficient heuristics generation for solving combinatorial optimization problems using large lan- guage models

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.358725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3032c004-f92b-4cd8-9384-39a7f7f284c4 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.354548Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8f6e5716-4fee-420f-a9a5-ac454989e33d · outbound

This paper cites Parsel: Algo- rithmic reasoning with language models by composing decompositions.Advances in Neural Information Processing Systems, 36:31466–31523.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Parsel: Algo- rithmic reasoning with language models by composing decompositions.Advances in Neural Information Processing Systems, 36:31466–31523

Reference 28

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.288842Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5344bb2f-c5ce-42a1-bea5-2d45a2771918 · outbound

This paper cites Tenenbaum, and Chuang Gan.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Tenenbaum, and Chuang Gan

Reference 29

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.174558Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 04db45e4-4193-4033-b13c-b813cb2807af · outbound

This paper cites Codeplan: Unlocking reasoning potential in large language models by scaling code-form planning.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Codeplan: Unlocking reasoning potential in large language models by scaling code-form planning

Reference 30

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.228342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 605ddbad-1bf2-4008-9493-f4082bf41d99 · outbound

This paper cites Reasoning-as-logic-units: Scaling test-time reasoning in large language models through logic unit alignment.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Reasoning-as-logic-units: Scaling test-time reasoning in large language models through logic unit alignment

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.131348Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 78956c9e-b523-4104-838a-e73f859944de · outbound

This paper cites AutoEP: LLMs-driven automation of hyperparameter evolution for meta- heuristic algorithms.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs AutoEP: LLMs-driven automation of hyperparameter evolution for meta- heuristic algorithms

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.196926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88049a84-539a-451d-a5b4-fab61140c919 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.367864Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b8a34ca6-60b5-425c-a9e2-9384274e257f · outbound

This paper cites Eoh-s: Evolution of heuristic set using llms for automated heuristic design.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Eoh-s: Evolution of heuristic set using llms for automated heuristic design

Reference 34

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.193443Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3e4920f1-a1f1-4605-a35a-25e8df6b16b4 · outbound

This paper cites Papadimitriou and K.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Papadimitriou and K

Reference 35

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.250240Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 50edfb03-d0ad-4d27-bd74-d1f21cdba498 · outbound

This paper cites Wolsey and G.L.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Wolsey and G.L

Reference 36

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.178880Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 485bd879-75f2-4bf6-af6c-e81305919489 · outbound

This paper cites Reducibility among combinatorial problems.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Reducibility among combinatorial problems

Reference 37

Resolution: verified exact; doi, observed 2026-05-08T21:59:18.869875Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 83ef7247-ee71-4f70-945c-4ff419b377c9 · outbound

This paper cites Pointer networks.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Pointer networks

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:56:10.198161Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7607a92b-43a4-431a-aac6-ea6abaf59992 · outbound

This paper cites Le, Mohammad Norouzi, and Samy Bengio.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Le, Mohammad Norouzi, and Samy Bengio

Reference 39

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.270551Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f27d6d0c-3742-4226-809d-547452281631 · outbound

This paper cites Learning combinatorial optimization algorithms over graphs.Advances in neural information processing systems, 30.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Learning combinatorial optimization algorithms over graphs.Advances in neural information processing systems, 30

Reference 40

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.372080Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 714aa10e-c304-4cb4-8d0c-4a39aaed5b13 · outbound

This paper cites Attention, learn to solve routing problems! In International Conference on Learning Representations.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Attention, learn to solve routing problems! In International Conference on Learning Representations

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.151260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e227a9b4-e08d-44dd-bcfc-d1071152aaa9 · outbound

This paper cites Paramils: an automatic algorithm configuration framework.Journal of artificial intelligence research, 36:267–306.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Paramils: an automatic algorithm configuration framework.Journal of artificial intelligence research, 36:267–306

Reference 42

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.459869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation bce46ccf-0e72-4545-84e1-feb6853dd184 · outbound

This paper cites Hoos, and Kevin Leyton-Brown.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Hoos, and Kevin Leyton-Brown

Reference 43

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.431066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5187cf4b-ddd7-4571-9780-452a7243a0ce · outbound

This paper cites The application of Bayesian methods for seeking the extremum.Towards Global Optimization, 2(117-129):2.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs The application of Bayesian methods for seeking the extremum.Towards Global Optimization, 2(117-129):2

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.144111Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 89ec8b80-5aae-46e2-bf59-1dad57bd10ee · outbound

This paper cites Jones, Matthias Schonlau, and William J.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Jones, Matthias Schonlau, and William J

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.463418Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 638f9c57-62a8-40e1-92ae-36ae58072205 · outbound

This paper cites Gaussian process optimization in the bandit setting: no regret and experimental design.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Gaussian process optimization in the bandit setting: no regret and experimental design

Reference 46

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.424536Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation da3d5cbc-5211-4bb9-ba5f-ae77e1025783 · outbound

This paper cites Practical bayesian optimization of machine learning algorithms.Advances in neural information processing systems, 25.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Practical bayesian optimization of machine learning algorithms.Advances in neural information processing systems, 25

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.376008Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 990ccd8c-4042-4092-a0f0-97e24006d281 · outbound

This paper cites Shahriari, K.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Shahriari, K

Reference 48

Resolution: metadata mismatch; arxiv_id, observed 2026-05-08T21:59:18.882282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e37afe9e-8ae4-41eb-912d-e904f369f6ac · outbound

This paper cites Large language models to enhance bayesian optimization.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Large language models to enhance bayesian optimization

Reference 49

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.338224Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 103cf1af-3966-4f0a-8b4c-06a44e6a927e · outbound

This paper cites InstructZero: Efficient instruction optimization for black-box large language models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs InstructZero: Efficient instruction optimization for black-box large language models

Reference 50

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.204471Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2a192355-5a85-4525-9df1-b812b4188053 · outbound

This paper cites Searching for optimal solutions with llms via bayesian optimization.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Searching for optimal solutions with llms via bayesian optimization

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.163453Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1f4cebe4-90e4-46da-96d2-62318497c214 · outbound

This paper cites Hyperband-based bayesian optimization for black-box prompt selection.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Hyperband-based bayesian optimization for black-box prompt selection

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.267120Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 47febbc8-bc1e-45e0-ab4b-80f9e9218e4c · outbound

This paper cites Evolutionary com- putation in the era of large language model: Survey and roadmap.IEEE Transactions on Evolutionary Computation, 29(2):534–554.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Evolutionary com- putation in the era of large language model: Survey and roadmap.IEEE Transactions on Evolutionary Computation, 29(2):534–554

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.247287Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 72054be3-b8f3-4605-8a79-9c7be29f8db8 · outbound

This paper cites Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Algorithm Discovery With LLMs: Evolutionary Search Meets Reinforcement Learning

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-26T03:03:09.892884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 9848f075-4a6f-4c4d-8357-8e2d2de986a3 · outbound

This paper cites A systematic survey on large language models for algorithm design.ACM Computing Surveys, 58(8):1–32.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs A systematic survey on large language models for algorithm design.ACM Computing Surveys, 58(8):1–32

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.408695Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a2fa0d49-8018-4f25-8b7f-3102f71bb8e7 · outbound

This paper cites Llamea: A large language model evolutionary algorithm for automatically generating metaheuristics.IEEE Transactions on Evolutionary Computation, 29 (2):331–345.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Llamea: A large language model evolutionary algorithm for automatically generating metaheuristics.IEEE Transactions on Evolutionary Computation, 29 (2):331–345

Reference 56

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.253872Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 32c3860a-037d-45ee-a707-a7b584fdae74 · outbound

This paper cites CoRR , volume =.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs CoRR , volume =

Reference 57

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:56:10.213660Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4ad09797-4dd7-45a3-89f9-7ed4e487df47 · outbound

This paper cites Dspy: compiling declarative language model calls into state-of-the-art pipelines.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Dspy: compiling declarative language model calls into state-of-the-art pipelines

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.405816Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 03c53426-7c39-4522-8f4b-6a22dd6c5be6 · outbound

This paper cites Optimizing instructions and demonstrations for multi-stage language model programs.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Optimizing instructions and demonstrations for multi-stage language model programs

Reference 59

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.218435Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 37a4f255-71ba-4951-951a-6a68fc2a3315 · outbound

This paper cites Llm-sr: Scientific equation discovery via programming with large language models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Llm-sr: Scientific equation discovery via programming with large language models

Reference 60

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.321556Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a33fcdb3-bf9f-4219-8bd6-70cf98828bf4 · outbound

This paper cites Symbolic regression with a learned concept library.Advances in Neural Information Processing Systems, 37:44678–44709.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Symbolic regression with a learned concept library.Advances in Neural Information Processing Systems, 37:44678–44709

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.362260Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 325cf3ff-1790-4320-b9f5-68bf255e09f4 · outbound

This paper cites Coevo: Continual evolution of symbolic solutions using large language models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Coevo: Continual evolution of symbolic solutions using large language models

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.281298Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fe56ec69-47de-4955-9315-099ad6c0430e · outbound

This paper cites arXiv preprint arXiv:2510.11661 , year=.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs arXiv preprint arXiv:2510.11661 , year=

Reference 63

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:56:10.187031Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e8b1c431-29c3-4b80-9d06-8bc58c6f5d7d · outbound

This paper cites DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs DrSR: LLM based Scientific Equation Discovery with Dual Reasoning from Data and Experience

Reference 64

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:56:10.180844Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 55d2a6c0-6cbc-4abb-bbf0-aff1ab29ed98 · outbound

This paper cites Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Interpretable Machine Learning for Science with PySR and SymbolicRegression.jl

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-13T03:54:08.249097Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6129a58a-fe32-4fa3-99e3-53170d4ccb33 · outbound

This paper cites Solving olympiad geometry without human demonstrations.Nature, 625(7995):476–482.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Solving olympiad geometry without human demonstrations.Nature, 625(7995):476–482

Reference 66

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.298737Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 70133fdf-c1a7-4682-b248-b58ebd08742e · outbound

This paper cites Evaluating language models for mathematics through interactions.Proceedings of the National Academy of Sciences, 121(24):e2318124121.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Evaluating language models for mathematics through interactions.Proceedings of the National Academy of Sciences, 121(24):e2318124121

Reference 67

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.301929Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6cadebd2-2ab1-4e3e-ba94-99b18d9f4b16 · outbound

This paper cites Litsearch: A retrieval benchmark for scientific literature search.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Litsearch: A retrieval benchmark for scientific literature search

Reference 68

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.211478Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation be4b19bc-74a6-4c6a-9acb-d69a99157c08 · outbound

This paper cites Mlagentbench: evaluating language agents on machine learning experimentation.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Mlagentbench: evaluating language agents on machine learning experimentation

Reference 69

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.167602Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 68049475-4695-4d59-a464-ad1d9bc448ba · outbound

This paper cites Scicode: A research coding benchmark curated by scientists.Advances in Neural Information Processing Systems, 37:30624–30650.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Scicode: A research coding benchmark curated by scientists.Advances in Neural Information Processing Systems, 37:30624–30650

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.341843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4c949d3d-04ea-4132-a696-e7d7ded3d21b · outbound

This paper cites Scimon: Scientific inspiration machines optimized for novelty.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Scimon: Scientific inspiration machines optimized for novelty

Reference 71

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.139505Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b7f23159-85f4-4279-81c8-1962062b2e21 · outbound

This paper cites Can llms generate novel research ideas? a large-scale human study with 100+ nlp researchers.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Can llms generate novel research ideas? a large-scale human study with 100+ nlp researchers

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.348176Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b340b294-d09c-4848-9a65-ac747f7cfb65 · outbound

This paper cites Researchagent: Iterative research idea generation over scientific literature with large language models.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Researchagent: Iterative research idea generation over scientific literature with large language models

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.208352Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation e7633602-7dc8-445d-8878-b630e77f9868 · outbound

This paper cites The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs The Ideation-Execution Gap: Execution Outcomes of LLM-Generated versus Human Research Ideas

Reference 74

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T19:56:10.169967Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 895106fa-b53d-4c4a-a3d7-b1f774ddca0c · outbound

This paper cites Leverag- ing large language models for predictive chemistry.Nature Machine Intelligence, 6(2):161–169.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Leverag- ing large language models for predictive chemistry.Nature Machine Intelligence, 6(2):161–169

Reference 75

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.317964Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 880d4aeb-6a28-44b8-be69-4314db8f5d91 · outbound

This paper cites Lu, Bruce Wittmann, Kadina E.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Lu, Bruce Wittmann, Kadina E

Reference 76

Resolution: verified exact; doi, observed 2026-05-08T21:59:18.877074Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a706986b-e642-4381-92bc-cb34880c4901 · outbound

This paper cites Deepaco: Neural-enhanced ant systems for combinatorial optimization.Advances in neural information processing systems, 36:43706–43728.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Deepaco: Neural-enhanced ant systems for combinatorial optimization.Advances in neural information processing systems, 36:43706–43728

Reference 77

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.474725Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4513b148-329a-4efb-88e6-934bca6bd362 · outbound

This paper cites Difusco: Graph-based diffusion solvers for combinatorial optimization.Advances in neural information processing systems, 36:3706–3731.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Difusco: Graph-based diffusion solvers for combinatorial optimization.Advances in neural information processing systems, 36:3706–3731

Reference 78

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.467038Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c0c02648-a716-4d25-bbcd-3fb098ac6e33 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 79

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.482584Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 567cd779-c28c-477d-a574-6a6f48e1a53b · outbound

This paper cites [39] substantially improves neural construction policies for routing problems.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs [39] substantially improves neural construction policies for routing problems

Reference 80

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.428184Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4a07b1eb-612e-4e01-8706-15c75650e774 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 81

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.277385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation fc04df83-cf34-4aec-9430-6afaf209d8f7 · outbound

This paper cites $ e1-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ e1-prompt # Task: Write a {func_name} function for {prob_name}

Reference 83

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.452552Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 34dd1d68-d9b0-42d7-be5c-b920b4e4b854 · outbound

This paper cites $ e2-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ e2-prompt # Task: Write a {func_name} function for {prob_name}

Reference 85

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.171094Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 8ace6b64-5253-436f-891a-e46a7e195a3c · outbound

This paper cites $ m1-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ m1-prompt # Task: Write a {func_name} function for {prob_name}

Reference 87

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.285059Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation cb60f957-8410-4f7b-a019-08c3ab2a159d · outbound

This paper cites $ m2-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ m2-prompt # Task: Write a {func_name} function for {prob_name}

Reference 89

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.260455Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 504cc4ea-0fc9-482d-b869-9840fe312101 · outbound

This paper cites $ s1-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ s1-prompt # Task: Write a {func_name} function for {prob_name}

Reference 91

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.445680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 88e18365-ec7b-4580-9a10-74d4bcf47d79 · outbound

This paper cites Considering: {hint}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Considering: {hint}

Reference 92

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.134559Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2980ffe9-5267-4ae0-bc3a-90385ef9ac7d · outbound

This paper cites $ implement-prompt # Task: Write a {func_name} function for {prob_name}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs $ implement-prompt # Task: Write a {func_name} function for {prob_name}

Reference 93

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.308608Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3d521926-68c1-41da-a150-85ff3ef1195f · outbound

This paper cites Considering: {tgt_hint} 58.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Considering: {tgt_hint} 58

Reference 94

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.263908Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b04cb133-2438-492b-8e11-7fbcf19c3319 · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 95

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.182861Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation adf25842-0f44-4345-89cd-0dbec1807a16 · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 97

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.400172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 15367cf7-425d-4e6f-9b9f-332a0b06dff2 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 98

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.147571Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 90468773-4b46-4bcc-a443-50f24de40733 · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 99

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.273863Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 12fe4b3a-161b-4e7a-a268-fcf4773b4d0c · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 101

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.324920Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 870584c7-32f8-405e-8398-c979b866ef70 · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 103

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.396757Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b89c1a1d-a6a7-4f98-a9f2-b91516d2bd30 · outbound

This paper cites Considering: {tgt_hint}.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Considering: {tgt_hint}

Reference 104

Resolution: verified fuzzy; raw_fallback, observed 2026-05-26T15:02:28.127917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 42137fd3-d89d-44f5-b4d1-c4b8d6204466 · outbound

This paper cites Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Must differ structurally from previous attempts –- hyperparameter-only changes arenotnew strategies

Reference 105

Resolution: malformed identifier; raw_fallback, observed 2026-05-26T15:02:28.434629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6d6ab8cc-2454-46cf-99ea-34cf6e4ce0a9 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 106

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.334613Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 0a216b34-9db2-4e8c-b15b-11d5dd1f766e · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 107

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.402740Z

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 6e02806b-10b0-4ff6-97e4-69bfe4456a16 · outbound

This paper cites an unresolved cited work.

Back to the Beginning of Heuristic Design: Bridging Code and Knowledge with LLMs Unresolved cited work

Reference 108

Resolution: unresolved; raw_fallback, observed 2026-05-26T15:02:28.305256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Pith citing papers