Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T08:09:50.534773Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 66 of 66 outbound references and 0 inbound Pith citation observations for arXiv:2607.21220.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-01T08:09:50.534773Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
66 of 66 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 58ca8742-7880-4787-b4eb-83ed181d6873 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Phi-4 Technical Report
Reference 1
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Observation 765f3a0f-42d6-428f-a4e0-3686f41ed2f4 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Proceedings of the 41st
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Observation ce4847ae-64e8-436c-8a10-91b5cdead571 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Integration , volume =
Reference 3
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Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 4
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Observation 17afe883-cc2b-4e2b-a109-8bf7142f91c7 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design DeepSeek-V3 Technical Report
Reference 5
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Observation eb4f6e3c-bec4-4384-9772-73f29721027a · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Scalable
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Observation 78b51b01-4a85-490a-8796-f2d365d4c787 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design The Llama 3 Herd of Models
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Observation 8f109c19-b6c3-4091-a5c8-93534ee92c9b · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design doi:10.1287/opre.2024.1233 , urldate =
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Observation 44fa9716-9f72-4895-bb94-d5e6b9d1a24f · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 9
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Observation ca7024d9-94cd-44c1-b954-5b719e401cdb · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Mistral 7B
Reference 10
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Observation 03ae24e4-1a5b-498d-b2db-e027076a406c · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design LLM-based Automated Theorem Proving Hinges on Scalable Synthetic Data Generation
Reference 11
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Observation 226c3dad-f608-4326-bbfb-796024007f1d · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 12
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Observation 0eed3b77-54d5-48af-a4a8-f7e7a8986e44 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Progress in Aerospace Sciences , volume =
Reference 14
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Observation 61251956-b206-43dc-9119-5b516b23026b · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Mechanical Systems and Signal Processing , volume =
Reference 15
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Observation e5bc8b1f-e35b-47da-ac07-0b7270d488f7 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Synthetic Data (Almost) from Scratch: Generalized Instruction Tuning for Language Models
Reference 16
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Unavailable: canonical work link unavailable.
Observation 089135ac-b305-46c8-96e7-626fd552b4c3 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Best Practices and Lessons Learned on Synthetic Data
Reference 17
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Observation 455c18fc-5d35-4fca-971a-de8673f0e360 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 18
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Observation 93631a12-bacc-4794-85a5-e542f0865ea8 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design OptMATH: A Scalable Bidirectional Data Synthesis Framework for Optimization Modeling
Reference 19
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Observation 89e53300-2bfd-4bdb-b888-33ccac50a14a · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 20
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Observation 87e488d5-2366-4180-9438-59345c1a600f · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 21
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 455767a0-2302-4a39-99cf-5616e4cc1208 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design LLaMoCo: Instruction Tuning of Large Language Models for Optimization Code Generation
Reference 22
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Unavailable: canonical work link unavailable.
Observation c7e7a28c-a6fb-41ba-84a5-f10098545029 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design AgentInstruct: Toward Generative Teaching with Agentic Flows
Reference 23
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Unavailable: canonical work link unavailable.
Observation a6413149-4e86-4743-9c20-35ed558e74b5 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design GPT-4 Technical Report
Reference 24
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Observation d14667e8-e331-4bcb-b0d3-2ef15650a4e7 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Qwen2.5 Technical Report
Reference 25
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Observation 92a6fc08-a512-4599-97c7-09631b438f75 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Microwave Journal , volume =
Reference 26
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Observation fabdd30e-3386-4240-b5b8-f477a9a758d9 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design and Sivaramakrishnan, R
Reference 27
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f57a0599-7546-46e0-8b7c-986c832ee7f5 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context
Reference 28
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Unavailable: canonical work link unavailable.
Observation 3a621312-1a6c-4ad4-9334-97f35b4f7f36 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Gemini: A Family of Highly Capable Multimodal Models
Reference 29
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Unavailable: canonical work link unavailable.
Observation 96d5f254-928b-499c-bc68-d69ac6fd2fcc · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Self-Instruct: Aligning Language Models with Self-Generated Instructions
Reference 30
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Unavailable: canonical work link unavailable.
Observation 2524e6d7-0b3b-4427-8181-549d13936898 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design DeepSeek-Prover: Advancing Theorem Proving in LLMs through Large-Scale Synthetic Data
Reference 31
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Unavailable: canonical work link unavailable.
Observation 04e5c2f5-5e32-4585-b40b-35aa98597213 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 32
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Observation 04005985-c066-4551-bb82-cd9ead0da713 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design STaR: Bootstrapping Reasoning With Reasoning
Reference 33
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Unavailable: canonical work link unavailable.
Observation 1d7d57d8-464d-462a-a161-6b69bfef89aa · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Journal of Optimization Theory and Applications , year = 1974, volume =
Reference 34
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Observation abdd956e-5760-4d7e-8fe7-9d28869bcc00 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design International Journal of RF and Microwave Computer-Aided Engineering , year = 2020, volume =
Reference 35
Source-reported events for the cited work
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Observation dbb9de81-14ae-4666-989f-af4864cb4141 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design 2025 , url =
Reference 36
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Observation d2337872-9c01-4b3b-84dc-2ba771ac4576 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Advances in Neural Information Processing Systems , year = 2024, volume =
Reference 37
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Observation dda36c4b-c048-4935-a991-0af0aba96354 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design 2025 IEEE-APS Topical Conference on Antennas and Propagation in Wireless Communications (APWC) , year =
Reference 38
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Observation eaf9831f-77d5-429b-8dc2-1a5e52887da7 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design AIAA SCITECH 2025 Forum , year =
Reference 39
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Observation 8bc50098-8732-4571-8eed-5322e2122a6a · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Proceedings of the AAAI Conference on Artificial Intelligence , year =
Reference 40
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Observation 773b5dc9-3a0e-48ae-8831-3f4bf0001571 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 41
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Observation 9f0d0d01-3407-45dc-88c3-522702f86427 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design 2026 , journal =
Reference 42
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Observation 0a2dcebc-5c6d-46f2-860d-f4514c07fb88 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design A Systematic Survey on Large Language Models for Evolutionary Optimization: From Modeling to Solving
Reference 43
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Observation 56c1b1a2-c265-4b65-b531-a79e032d62d2 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 44
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Observation 76d11c21-e4bd-43bc-bb83-d98ff4b99e71 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 45
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Observation 950b1325-10e1-4a08-ab23-e21954e745fd · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 46
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Observation f744a56f-fb01-49eb-b399-0b81da02c7b8 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 47
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Observation f296460e-4abb-4372-9fa6-7f9b9bedf88c · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 48
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Observation d774279b-70a5-4199-90ce-764cda538036 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 49
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Observation 61c569c2-bc64-4687-b454-818802e6b7c5 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Scalable Global Optimization via Local
Reference 50
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Observation 28c1c99d-2267-4da8-ab05-6a38e0560d69 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Scalable
Reference 51
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Observation 45eb9d3d-1686-4ce7-902f-d1396092b934 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Differentiable Expected Hypervolume Improvement for Parallel Multi-Objective
Reference 52
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Observation 157e861c-3c58-445d-9cbf-9d388505f0f9 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Parallel
Reference 53
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Observation 55391918-bbcd-4c7f-94f6-271c0fb133c9 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design , journal =
Reference 54
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Observation 2d0ff339-d790-46f3-8fb0-453479d7d77b · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Augmenting
Reference 55
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Observation 2a9bfdeb-b452-47f4-9cc6-d3e167c32776 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 56
Source-reported events for the cited work
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Observation cdcc71cf-d41e-4596-b276-0b50c3d17cc8 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Hill, Cristina and Suh, Jina and Sarrafzadeh, Bahareh , journal =
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 109e9f46-5c12-42e0-8c56-c9f626feff6e · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 58
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Observation 533ab34f-2727-4fa5-9589-bb3884ec6e32 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design OptiBench Meets ReSocratic: Measure and Improve LLMs for Optimization Modeling
Reference 59
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Observation f2c56e59-746f-4b39-a11c-5db882a0c15e · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 60
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No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8717feef-0a32-4d0e-959d-3ca634b4f48c · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Design of
Reference 61
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Observation 138d78bd-4421-4851-9516-4367966f26f2 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Design of
Reference 62
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Observation 785cac5d-ab40-4289-aa7c-81b683b450cf · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 63
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Observation e0af1f9a-9445-46aa-882b-965bbbc6b8a2 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 64
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Observation 60c5179a-b2c9-4e36-bbee-bd4e5937f30e · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 65
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Observation 0bcc3b19-db0b-4690-a15b-55ba0964a8ad · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Unresolved cited work
Reference 66
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Observation 7e42ad4a-d190-4894-949f-6d914ea28893 · outbound
Search Hardness-Aware LLM-Based Problem Formulation for Expensive Simulation-Driven Design Constrained
Reference 67
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No inbound Pith citation observations are available.