Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows | Paper Citation Record

Observation 7bba3d98-dc31-462d-8562-997d1fb64485 · outbound

This paper cites SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning

Reference 9

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Observation 8433d15b-47df-4ea9-a751-c5f2ff9eed35 · outbound

This paper cites Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Navigate through Enigmatic Labyrinth A Survey of Chain of Thought Reasoning: Advances, Frontiers and Future

Reference 10

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Observation ee2d239f-945f-4755-807e-225423b407f6 · outbound

This paper cites Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Artificial Intelligence for Operations Research: Revolutionizing the Operations Research Process

Reference 12

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Observation 5108df4d-98b3-4b6e-a503-e75e720b0184 · outbound

This paper cites MIPLIB 2017: Data-driven compilation of the 6th mixed-integer programming library.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows MIPLIB 2017: Data-driven compilation of the 6th mixed-integer programming library

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:34:31.090083Z

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Observation 576fba0c-ed7f-4cf4-998a-0cedb23af8bb · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 15

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Observation 1ec9202f-2527-4281-b28d-1ae55981aa3d · outbound

This paper cites LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows LLMs for Mathematical Modeling: Towards Bridging the Gap between Natural and Mathematical Languages

Reference 18

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Observation 47cfdc2b-35bf-4343-9fae-5151b537ddb7 · outbound

This paper cites The Evolutionary Computation Methods No One Should Use.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows The Evolutionary Computation Methods No One Should Use

Reference 20

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Observation a9588bec-9dab-4e11-af5a-f10e7082b657 · outbound

This paper cites Formalization of Algorithms for Optimization with Block Structures.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Formalization of Algorithms for Optimization with Block Structures

Reference 21

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Observation abfc01c4-1de5-462c-8d90-0153ae50fbb1 · outbound

This paper cites Synthesizing mixed-integer linear programming models from natural language descriptions.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Synthesizing mixed-integer linear programming models from natural language descriptions

Reference 22

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Observation 6a37b878-0e74-471f-82fb-876da5ed87d5 · outbound

This paper cites From System 1 to System 2: A Survey of Reasoning Large Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows From System 1 to System 2: A Survey of Reasoning Large Language Models

Reference 23

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Observation c1b6d650-e563-44eb-9c65-dff1b37bf1a5 · outbound

This paper cites Algorithm Evolution Using Large Language Model.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Algorithm Evolution Using Large Language Model

Reference 24

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Observation 00893f39-7a5d-445c-ab7e-b5af52621e31 · outbound

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

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

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.152964Z

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Observation 15ae6458-7b64-4b08-9206-7ce58f299267 · outbound

This paper cites Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Toward Automated Algorithm Design: A Survey and Practical Guide to Meta-Black-Box-Optimization

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.161905Z

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Observation 4fa99b72-46c4-40e6-9c45-cfd3468a4971 · outbound

This paper cites Sequential Large Language Model-Based Hyper-parameter Optimization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Sequential Large Language Model-Based Hyper-parameter Optimization

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.165996Z

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Observation dfc537a2-2269-4413-ba2b-7e9104da7f11 · outbound

This paper cites A Survey in Mathematical Language Processing.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Survey in Mathematical Language Processing

Reference 29

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Observation 61ee98e0-d2d1-4b8a-912b-40166ee2d193 · outbound

This paper cites GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows GSM-Symbolic: Understanding the Limitations of Mathematical Reasoning in Large Language Models

Reference 30

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Observation bd3c66de-56fd-4525-b743-7edd5da46aed · outbound

This paper cites Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.184559Z

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Observation 2675a188-5ce6-48a4-a1aa-24f3022e7599 · outbound

This paper cites NL4OPT competition: Formulating optimization problems based on their natural language descriptions.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows NL4OPT competition: Formulating optimization problems based on their natural language descriptions

Reference 33

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:34:31.074659Z

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Observation 18b85245-88f5-448c-b08f-5122a276fb9b · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Code Llama: Open Foundation Models for Code

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.194056Z

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Observation 7d099c10-b6df-4792-bcc1-db950e49a0e7 · outbound

This paper cites An overview of gradient descent optimization algorithms.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows An overview of gradient descent optimization algorithms

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.198645Z

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Observation f23c64e8-1801-4c8e-ab10-9632700c4a7e · outbound

This paper cites ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows ORLM: A Customizable Framework in Training Large Models for Automated Optimization Modeling

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.212835Z

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Observation 4a73bfd8-0702-4af8-8c7c-be72bc4e4681 · outbound

This paper cites AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.217268Z

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Observation 711cae60-790e-46f7-a976-1784fce08b19 · outbound

This paper cites Holy Grail 2.0: From Natural Language to Constraint Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Holy Grail 2.0: From Natural Language to Constraint Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.221747Z

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Observation fd4b86e0-3e56-4216-a88e-b9b7ded4fe4c · outbound

This paper cites Large language models still can’t plan (a benchmark for LLMs on planning and reasoning about change).

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Large language models still can’t plan (a benchmark for LLMs on planning and reasoning about change)

Reference 41

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:34:31.059239Z

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Observation 670b3644-a336-4a03-ac17-3bc7b22a679e · outbound

This paper cites LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.231316Z

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Observation 8b073c0f-ae6f-4f52-965c-3d3a3ef60c2a · outbound

This paper cites From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows From Large Language Models and Optimization to Decision Optimization CoPilot: A Research Manifesto

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.240422Z

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Observation 91fb4199-b9e0-49c5-80d3-d2cdbdc57850 · outbound

This paper cites ADMM Penalty Parameter Selection by Residual Balancing.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows ADMM Penalty Parameter Selection by Residual Balancing

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.244880Z

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Observation 3c170d17-5e22-4190-ac29-a28e17f1f8e3 · outbound

This paper cites The Rise and Potential of Large Language Model Based Agents: A Survey.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.253861Z

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Observation 6cf60be3-7669-4d89-8e1d-fcb241441ddd · outbound

This paper cites Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Towards Large Reasoning Models: A Survey of Reinforced Reasoning with Large Language Models

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.258230Z

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Observation ec3770ee-c4da-49da-9eb8-6733631cad7e · outbound

This paper cites A Survey on Knowledge Distillation of Large Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Survey on Knowledge Distillation of Large Language Models

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.262683Z

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Observation 44e3a969-e342-4858-9a0d-275dfab7d7a5 · outbound

This paper cites To Believe or Not to Believe Your LLM.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows To Believe or Not to Believe Your LLM

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.267699Z

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Observation 9f6d3df2-8de5-4771-b2aa-b682e6bbb8c7 · outbound

This paper cites A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Survey of ADMM Variants for Distributed Optimization: Problems, Algorithms and Features

Reference 51

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Observation 2fbe7bcd-a4a9-4948-b132-1cbe5cd331ba · outbound

This paper cites Automated Machine Learning: From Principles to Practices.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Automated Machine Learning: From Principles to Practices

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.276798Z

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Observation ff047553-0c7e-41d2-9f00-c6c9279846d8 · outbound

This paper cites ReAct: Synergizing Reasoning and Acting in Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows ReAct: Synergizing Reasoning and Acting in Language Models

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.281215Z

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Observation 445fa47e-0597-45a8-b22f-ea90a0895082 · outbound

This paper cites Multi-objective Evolution of Heuristic Using Large Language Model.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Multi-objective Evolution of Heuristic Using Large Language Model

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.285773Z

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Observation 5299d5b8-79cd-42a3-b758-3862115c134d · outbound

This paper cites Using large language models for hyperparameter optimization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Using large language models for hyperparameter optimization

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:34:31.043660Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 9380d3d0-131e-4fbf-9b9c-0defbe1ec0ed · outbound

This paper cites AutoML-GPT: Automatic Machine Learning with GPT.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows AutoML-GPT: Automatic Machine Learning with GPT

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.294228Z

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Observation b293e6fe-8a5a-4539-9696-5443fd115503 · outbound

This paper cites A Novel Approach for Auto-Formulation of Optimization Problems.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Novel Approach for Auto-Formulation of Optimization Problems

Reference 1965

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.179632Z

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Observation 14791a53-fadc-4c5c-9b4a-4c1fa860f241 · outbound

This paper cites Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Evolutionary Computation in the Era of Large Language Model: Survey and Roadmap

Reference 1997

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.249473Z

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Observation 7c883ce0-5b93-44d9-a100-db29c2dfd5d6 · outbound

This paper cites A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Peek into Token Bias: Large Language Models Are Not Yet Genuine Reasoners

Reference 1999

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.126436Z

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Observation 30d48564-a99e-4528-bcde-ef0b067729c9 · outbound

This paper cites Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey

Reference 2000

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Observation 0c38b30d-4cb0-4b14-b2e1-e8bbc7a4c1fa · outbound

This paper cites Constitutional AI: Harmlessness from AI Feedback.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Constitutional AI: Harmlessness from AI Feedback

Reference 2007

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.057292Z

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Observation 62b946f3-18a8-436e-9ec7-96975628867b · outbound

This paper cites A Survey of Small Language Models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows A Survey of Small Language Models

Reference 2010

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Observation 7d112a31-3361-4fac-abad-6c778b79ac56 · outbound

This paper cites Exploring the Necessity of Reasoning in LLM-based Agent Scenarios.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Exploring the Necessity of Reasoning in LLM-based Agent Scenarios

Reference 2011

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.298591Z

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Observation f00b8801-cb29-43f6-a244-03fa13f682f9 · outbound

This paper cites Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Lean Copilot: Large Language Models as Copilots for Theorem Proving in Lean

Reference 2012

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.207713Z

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Observation ef3a9a73-40c2-43da-a207-a5f7937b9171 · outbound

This paper cites OptiMUS: Optimization Modeling Using MIP Solvers and large language models.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows OptiMUS: Optimization Modeling Using MIP Solvers and large language models

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.041775Z

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Observation 6c6daf2e-db15-404b-8b1f-97437d2aa9f3 · outbound

This paper cites Data Interpreter: An LLM Agent For Data Science.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Data Interpreter: An LLM Agent For Data Science

Reference 2015

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.113359Z

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Observation 68b85adc-68de-43e9-b74e-76f847c66b3c · outbound

This paper cites It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows It's Not Just Size That Matters: Small Language Models Are Also Few-Shot Learners

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.203124Z

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Observation 43bf6354-c6b8-48c6-ab3a-61a5b7190fd2 · outbound

This paper cites Exploiting LLM Quantization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Exploiting LLM Quantization

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.091392Z

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Observation 73617755-a0a7-4e0a-80a9-86dfd01944b5 · outbound

This paper cites Large Language Model Agent for Hyper-Parameter Optimization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Large Language Model Agent for Hyper-Parameter Optimization

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.157614Z

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Observation 429be844-d008-4c85-ba59-90bfed5c753b · outbound

This paper cites Towards an Automatic Optimisation Model Generator Assisted with Generative Pre-trained Transformer.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Towards an Automatic Optimisation Model Generator Assisted with Generative Pre-trained Transformer

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.047365Z

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Observation edcfd5ca-01dc-421b-9e57-e1fe127e13f3 · outbound

This paper cites FireAct: Toward Language Agent Fine-tuning.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows FireAct: Toward Language Agent Fine-tuning

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.071160Z

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Observation a5393245-4e8f-406b-834b-9a9b1ec02bce · outbound

This paper cites When Large Language Model Meets Optimization.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows When Large Language Model Meets Optimization

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.117730Z

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Observation cd4417bd-cfac-49e1-8adb-b89e99dc0b0a · outbound

This paper cites Benchmarking in Optimization: Best Practice and Open Issues.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Benchmarking in Optimization: Best Practice and Open Issues

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.061937Z

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Observation 57224dda-392d-4e3f-b867-6edb8263df2f · outbound

This paper cites Language Models for Business Optimisation with a Real World Case Study in Production Scheduling.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Language Models for Business Optimisation with a Real World Case Study in Production Scheduling

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T23:34:30.052278Z

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Observation be80cc88-dc7b-4d0f-88f1-4f5635317d63 · outbound

This paper cites and Mattingley, J.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows and Mattingley, J

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T23:34:31.104922Z

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No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 4fed519c-e23f-4e5c-abfe-eb7e68396a9c · outbound

This paper cites Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects.

Optimization Problem Solving Can Transition to Evolutionary Agentic Workflows Exploring Large Language Model based Intelligent Agents: Definitions, Methods, and Prospects

Reference 2025

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