Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:42:46.821416Z
Paper Citation Record · LEDGER
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem
As of 8 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 2 inbound Pith citation observations for arXiv:2505.14148.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T18:17:31.059069Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-05-11T05:10:54.502870Z
Reference resolution
90 of 90 outbound references displayed
- verified exact2
- verified fuzzy31
- unresolved57
- parse uncertain0
- malformed identifier0
- metadata mismatch0
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation b1996c94-8d99-458f-9778-36fa9d4b0e42 · outbound
This paper cites Courier Corporation, 2000.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Courier Corporation, 2000
Reference 1
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.476871Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fd8b22a3-a290-47df-aaae-c7ee3aa6d8f5 · outbound
This paper cites Academic press, 2013.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Academic press, 2013
Reference 2
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.535649Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9b45cb0e-adee-44cb-81c2-a1793bdd50e5 · outbound
This paper cites Trinh, Yuhuai Wu, Quoc V.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Trinh, Yuhuai Wu, Quoc V
Reference 3
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.659724Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a00faed1-6f84-42fb-8cbc-898a89b521eb · outbound
This paper cites Optibench meets resocratic: Measure and improve LLMs for optimization modeling.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Optibench meets resocratic: Measure and improve LLMs for optimization modeling
Reference 4
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.757773Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9029bb1e-4c5b-4787-b5be-98ed71c330c4 · outbound
This paper cites PaperBench: Evaluating AI's Ability to Replicate AI Research.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem PaperBench: Evaluating AI's Ability to Replicate AI Research
Reference 5
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.829364Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 09f7d3bf-57e4-42e9-aaaf-0acaf8819ce1 · outbound
This paper cites Gpt-4o system card, 2024.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Gpt-4o system card, 2024
Reference 6
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.936065Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9ee4e499-3620-41bd-8a5b-f102bacd0245 · outbound
This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 7
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:38.993834Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5cbb2942-4fb1-4d43-828e-70f22fa21f7b · outbound
This paper cites Narasimhan, and Yuan Cao.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Narasimhan, and Yuan Cao
Reference 8
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.085906Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bda818d4-e182-474d-812d-7e0c7c4855c1 · outbound
This paper cites Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Agentverse: Facilitating multi-agent collaboration and exploring emergent behaviors
Reference 9
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.211710Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8ae258bf-7664-43aa-b677-359a27a07a43 · outbound
This paper cites CAMEL: communica- tive agents for "mind" exploration of large language model society.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem CAMEL: communica- tive agents for "mind" exploration of large language model society
Reference 10
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.299859Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c488c814-5c8b-459d-b7dd-9bb4c7cb63db · outbound
This paper cites Chatdev: Communicative agents for software development.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Chatdev: Communicative agents for software development
Reference 11
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.388646Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 31cc4b58-0428-4f66-b0bf-e9699ac67e85 · outbound
This paper cites AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem AutoGen: Enabling Next-Gen LLM Applications via Multi-Agent Conversation
Reference 12
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.474387Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 963066b0-e6bf-4e1f-b36d-ead7820bfb41 · outbound
This paper cites Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Jimenez, John Yang, Alexander Wettig, Shunyu Yao, Kexin Pei, Ofir Press, and Karthik R
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.587279Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation feb7c2f6-bd7d-4ae8-a028-a2bcb986a2f8 · outbound
This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem OpenHands: An Open Platform for AI Software Developers as Generalist Agents
Reference 14
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.677976Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3069ec61-4c1f-4d92-a441-1ca0f7a43505 · outbound
This paper cites Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Jimenez, Alexander Wettig, Kilian Lieret, Shunyu Yao, Karthik Narasimhan, and Ofir Press
Reference 15
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:57.679852Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 66ee6e45-010b-4638-9d7f-0c2ce6d213f8 · outbound
This paper cites Large Language Model-Based Agents for Software Engineering: A Survey.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Large Language Model-Based Agents for Software Engineering: A Survey
Reference 16
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.859318Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b5544de-7e3a-4888-a55b-8d3d56f6266b · outbound
This paper cites Project Sid: Many-agent simulations toward AI civilization.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Project Sid: Many-agent simulations toward AI civilization
Reference 17
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:39.970137Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7df7634f-9ca3-4e1d-95a0-ce6596e40677 · outbound
This paper cites Chessgpt: Bridging policy learning and language modeling.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Chessgpt: Bridging policy learning and language modeling
Reference 18
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:57.398030Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 18f85fc3-9136-4af1-9f28-6639557d6f69 · outbound
This paper cites V oyager: An open-ended embodied agent with large language models.Trans.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem V oyager: An open-ended embodied agent with large language models.Trans
Reference 19
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:57.137100Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 19b3d1f6-4301-4209-a6a6-95ad82d1ee13 · outbound
This paper cites Villageragent: A graph-based multi-agent framework for coordinating complex task dependencies in minecraft.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Villageragent: A graph-based multi-agent framework for coordinating complex task dependencies in minecraft
Reference 20
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.937284Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6884613-64bf-45b8-8b22-7e64745b9323 · outbound
This paper cites Language agents with reinforcement learning for strategic play in the werewolf game.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Language agents with reinforcement learning for strategic play in the werewolf game
Reference 21
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.763537Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b28ea162-5322-4980-8b26-757954126808 · outbound
This paper cites A Survey on Large Language Model-Based Game Agents.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem A Survey on Large Language Model-Based Game Agents
Reference 22
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.349079Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 59ea0278-f6d2-4e5f-ab83-5351717e1ae8 · outbound
This paper cites O’Brien, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, and Michael S.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem O’Brien, Carrie Jun Cai, Meredith Ringel Morris, Percy Liang, and Michael S
Reference 23
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.435203Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e834955-2ac6-4efb-8fd0-ab1d07fd69d2 · outbound
This paper cites LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem LLM Agents Grounded in Self-Reports Enable General-Purpose Simulation of Individuals
Reference 24
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.535846Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3bf0530d-e883-4bc6-878a-a4d889443c5e · outbound
This paper cites EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem EnIGMA: Interactive Tools Substantially Assist LM Agents in Finding Security Vulnerabilities
Reference 25
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.658415Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation abd2a32c-ed1a-4872-afd0-03f164ed177d · outbound
This paper cites LLM Agents can Autonomously Hack Websites.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem LLM Agents can Autonomously Hack Websites
Reference 26
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.760266Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7bd0f4e0-6dcd-4263-abc5-024ef9e2ffea · outbound
This paper cites CYBERSECEVAL 3: Advancing the Evaluation of Cybersecurity Risks and Capabilities in Large Language Models.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem CYBERSECEVAL 3: Advancing the Evaluation of Cybersecurity Risks and Capabilities in Large Language Models
Reference 27
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:40.865556Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 94407b0f-a35d-4e55-a653-6090e3f20d3e · outbound
This paper cites Joshi, Kyle Jeffrey, Rosario Jauregui Ruano, Jasmine Hsu, Keerthana Gopalakrishnan, Byron David, Andy Zeng, and Chuyuan Kelly Fu.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Joshi, Kyle Jeffrey, Rosario Jauregui Ruano, Jasmine Hsu, Keerthana Gopalakrishnan, Byron David, Andy Zeng, and Chuyuan Kelly Fu
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.648501Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 688a1bc5-cbc1-4593-aa4a-e233d794fd18 · outbound
This paper cites $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem $\pi_0$: A Vision-Language-Action Flow Model for General Robot Control
Reference 29
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:41.077881Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8195048e-6ca4-4251-a80c-9b58f93c68c8 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 30
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:56.508706Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 853bf849-4363-48b8-99e3-dc6b5ca1de3f · outbound
This paper cites Tran, Radu Soricut, Anikait Singh, Jaspiar Singh, Pierre Sermanet, Pannag R.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Tran, Radu Soricut, Anikait Singh, Jaspiar Singh, Pierre Sermanet, Pannag R
Reference 31
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.363954Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f53ac35f-e662-41b9-a89e-2dbea3bca118 · outbound
This paper cites Zhao, Samuel Schmidgall, Anton Deguet, Marin Kobilarov, Chelsea Finn, and Axel Krieger.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Zhao, Samuel Schmidgall, Anton Deguet, Marin Kobilarov, Chelsea Finn, and Axel Krieger
Reference 32
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.213212Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cd3d218c-30f0-4838-925d-bbf29ddd4bb1 · outbound
This paper cites Ds-agent: Automated data science by empowering large language models with case-based reasoning.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Ds-agent: Automated data science by empowering large language models with case-based reasoning
Reference 33
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:56.084967Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39258b92-f6b6-4d13-b9bd-e94ead0166cb · outbound
This paper cites Data Interpreter: An LLM Agent For Data Science.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Data Interpreter: An LLM Agent For Data Science
Reference 34
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:41.675201Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2115c347-4ba0-4870-a6fc-fdeab11e4e18 · outbound
This paper cites Wang, Ruoxi Sun, Pengcheng Yin, Caiming Xiong, Ansong Ni, Qian Liu, Victor Zhong, Lu Chen, Kai Yu, and Tao Yu.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Wang, Ruoxi Sun, Pengcheng Yin, Caiming Xiong, Ansong Ni, Qian Liu, Victor Zhong, Lu Chen, Kai Yu, and Tao Yu
Reference 35
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:55.956383Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation d675191b-3130-4dbd-a04e-0f96fe27a6b7 · outbound
This paper cites ChatGPT as your Personal Data Scientist.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem ChatGPT as your Personal Data Scientist
Reference 36
- Resolution
- verified exact
- local_arxiv, observed 2026-08-07T15:42:47.546071Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e0db5871-dd1e-4226-9737-cb2409ff8da0 · outbound
This paper cites Towards Accurate Differential Diagnosis with Large Language Models.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Towards Accurate Differential Diagnosis with Large Language Models
Reference 37
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:41.945056Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aa9a8f41-e00d-4179-b576-a1404dbd80f0 · outbound
This paper cites AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem AgentClinic: a multimodal agent benchmark to evaluate AI in simulated clinical environments
Reference 38
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.027298Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c501093-8046-4b7b-afd9-8df163238d52 · outbound
This paper cites Towards Conversational Diagnostic AI.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Towards Conversational Diagnostic AI
Reference 39
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.110317Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb9b6075-486d-45a0-84aa-ad5830307110 · outbound
This paper cites Llm-based agentic systems in medicine and healthcare.Nature Machine Intelligence, 6(12):1418–1420, 2024.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Llm-based agentic systems in medicine and healthcare.Nature Machine Intelligence, 6(12):1418–1420, 2024
Reference 40
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.214120Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a840c4a-dd0d-4cde-8dc2-d595593ae5dc · outbound
This paper cites Mind2web: Towards a generalist agent for the web.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Mind2web: Towards a generalist agent for the web
Reference 41
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:55.803692Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 7120830c-c6c1-4987-bc89-65d0b8d445b1 · outbound
This paper cites Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, and Aleksandra Faust.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Huang, Mustafa Safdari, Yutaka Matsuo, Douglas Eck, and Aleksandra Faust
Reference 42
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:55.673599Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2cdbb949-5b8f-4be7-ac4f-7f3213756b55 · outbound
This paper cites Webvoyager: Building an end-to-end web agent with large multimodal models.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Webvoyager: Building an end-to-end web agent with large multimodal models
Reference 43
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:55.486338Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 8fe2b27b-054d-4220-8778-37ee53dece3b · outbound
This paper cites Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Agent Q: Advanced Reasoning and Learning for Autonomous AI Agents
Reference 44
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.588330Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f3b9dcea-b9f5-4952-93bf-f55173b37ee9 · outbound
This paper cites The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search
Reference 45
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.683058Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 104fc2b3-6a95-4976-bfa9-1a3dd53e39dd · outbound
This paper cites Agent Laboratory: Using LLM Agents as Research Assistants.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Agent Laboratory: Using LLM Agents as Research Assistants
Reference 46
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.770673Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d73b9c5-58bf-4992-bf0c-5ac3cd293eaf · outbound
This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery
Reference 47
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.844664Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a180edb2-1235-41c7-bad1-22dc0014a1c4 · outbound
This paper cites ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem ResearchAgent: Iterative Research Idea Generation over Scientific Literature with Large Language Models
Reference 48
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:42.956531Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f76081b5-bdb8-4bf5-9fc4-b728fddc0f48 · outbound
This paper cites MLGym: A New Framework and Benchmark for Advancing AI Research Agents.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem MLGym: A New Framework and Benchmark for Advancing AI Research Agents
Reference 49
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:43.090307Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9e4d109-9fac-4863-ae07-f3aa906b5f2d · outbound
This paper cites MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
Reference 50
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:43.182959Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4b0d95c-8269-4f9b-b2d0-d8de81cd2a99 · outbound
This paper cites Empowering biomedical discovery with ai agents.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Empowering biomedical discovery with ai agents
Reference 51
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:43.290035Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 80debc82-b3b8-4cef-9aac-2590e39ab7eb · outbound
This paper cites Organa: a robotic assistant for automated chemistry experimentation and characterization.Matter, 8(2), 2025.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Organa: a robotic assistant for automated chemistry experimentation and characterization.Matter, 8(2), 2025
Reference 52
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:55.176617Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation be905eac-1b0b-4548-a737-6f523a478ee6 · outbound
This paper cites Automating traffic model enhancement with AI research agent.CoRR, abs/2409.16876, 2024.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Automating traffic model enhancement with AI research agent.CoRR, abs/2409.16876, 2024
Reference 53
- Resolution
- verified exact
- raw_fallback, observed 2026-08-07T15:42:47.124417Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6ecbdbca-5c70-44b4-89d2-4cb3957bad1c · outbound
This paper cites Measuring mathematical problem solving with the MATH dataset.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Measuring mathematical problem solving with the MATH dataset
Reference 54
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:43.565378Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0d46e44-7444-479e-baaa-c8abab5a5120 · outbound
This paper cites Chi, Quoc V.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Chi, Quoc V
Reference 56
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:43.743286Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a9bc7002-71b8-497c-9d44-2867c3bad903 · outbound
This paper cites minif2f: a cross-system benchmark for formal olympiad-level mathematics.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem minif2f: a cross-system benchmark for formal olympiad-level mathematics
Reference 57
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:54.944770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 872f44cd-f4e3-47b2-8143-10fb65a839bb · outbound
This paper cites Ayers, and Stanislas Polu.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Ayers, and Stanislas Polu
Reference 58
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:54.740734Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 618dc301-abd4-4ec1-a1bd-562fa9bc5e06 · outbound
This paper cites Learning to prove theorems via interacting with proof assistants.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Learning to prove theorems via interacting with proof assistants
Reference 59
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:54.538063Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 166fae67-3aa2-4249-9490-154fce141368 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 60
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:54.326889Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2db24ac2-f945-4723-8f8b-152afea0dff0 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Training Verifiers to Solve Math Word Problems
Reference 61
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:44.144616Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b1fd9fd8-9596-477a-a84a-3715ecdb310c · outbound
This paper cites Chain-of-experts: When llms meet complex operations research problems.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Chain-of-experts: When llms meet complex operations research problems
Reference 62
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:54.102525Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2d1c271e-55dc-41a6-9ce6-ed9b321ea215 · outbound
This paper cites Optimus: Scalable optimization modeling with (MI)LP solvers and large language models.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Optimus: Scalable optimization modeling with (MI)LP solvers and large language models
Reference 63
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:53.905662Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 087cb666-46e5-4e6e-9f08-88ca57d4d2b9 · outbound
This paper cites Nl4opt competition: Formulating optimization problems based on their natural language descriptions.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Nl4opt competition: Formulating optimization problems based on their natural language descriptions
Reference 64
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:53.642555Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 6541c274-e5c0-45ce-bc76-383660147b17 · outbound
This paper cites Highlights from comap’s 2024 mcm and icm, 2024.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Highlights from comap’s 2024 mcm and icm, 2024
Reference 65
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:53.473878Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 4316363c-6af1-4681-b089-89127f34e351 · outbound
This paper cites Mcm/icm contest rules, registration and instructions, 2025.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Mcm/icm contest rules, registration and instructions, 2025
Reference 66
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:53.247396Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 3e2c864b-b72a-4147-a4c1-41998eb69e1a · outbound
This paper cites mgte: Generalized long-context text representation and reranking models for multilingual text retrieval.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem mgte: Generalized long-context text representation and reranking models for multilingual text retrieval
Reference 67
- Resolution
- unresolved
- no resolver link, observed 2026-08-07T15:42:44.613893Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bfe1f071-546f-41aa-88a4-3e44da7f983f · outbound
This paper cites the player who seemed to have the advantage are often attributed to “momentum.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem the player who seemed to have the advantage are often attributed to “momentum
Reference 68
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:53.035779Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 953f3448-cada-428d-9b30-48b3d73c9852 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 69
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:52.687182Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation cb3bb614-9005-4f10-a145-422f881baff6 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 70
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:52.474749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 5325f7b3-6420-415b-bb21-618cee722262 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 71
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:52.220866Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 15240f98-fdb1-45ef-8895-c70ef707b3cb · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 72
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:51.920792Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation bf7109f7-7827-416c-8df2-4dcc6161900f · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 73
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:51.698168Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 42931ff3-1738-45dc-9efe-d0ea5d3d30a3 · outbound
This paper cites Clearly outline how earlier tasks influence or constrain later ones.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Clearly outline how earlier tasks influence or constrain later ones
Reference 74
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:51.434748Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation a1fe9465-b21d-4d30-80aa-78c02ac96193 · outbound
This paper cites This includes: - *Data Dependency:* When one task produces outputs that are required as inputs for another task.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem This includes: - *Data Dependency:* When one task produces outputs that are required as inputs for another task
Reference 75
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:51.220740Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 0e9b6972-893d-4876-a6e4-353469c54c48 · outbound
This paper cites ‘json {{.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem ‘json {{
Reference 76
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:51.064753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation f6bc7545-d4cc-49b8-b6ea-6eca42d08a4b · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 77
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:50.796022Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e75cf76a-f35c-4489-8162-170ae735e7b0 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 78
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:50.648671Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 39e012dc-cee1-4901-9489-f2f4215cc08e · outbound
This paper cites Other Files.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Other Files
Reference 79
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:50.451310Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation c1489a34-fff8-4107-b3b8-987e56a9ecf5 · outbound
This paper cites **It should be tested to verify it works in the intended environment**.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem **It should be tested to verify it works in the intended environment**
Reference 80
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:50.264087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 833c9cfd-cbb7-43a2-91a9-8fae87a3fcbd · outbound
This paper cites Other Files.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Other Files
Reference 81
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:50.114749Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation b899e993-7c14-42ee-8328-5a68b8e95ac4 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 82
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:49.832753Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 2ee84c22-a61b-4364-9972-3b49e738e8b1 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 83
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:49.690687Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 05d56b9a-bac6-498a-9622-b0ed406b4515 · outbound
This paper cites Other Files.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Other Files
Reference 84
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:49.514770Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 848a422f-c518-4473-ac77-940d6d4bc4ff · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 85
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:49.340996Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 174a7f52-e20b-45c2-be38-80bbe60c8b9a · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 86
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:49.169274Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation e3951146-d9fe-436a-8afd-c3be2f66a0cd · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 87
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:49.013226Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 9ec0503d-2b4b-45db-9dcc-0f1d314f6f17 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 88
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:48.793686Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation aed6aef1-49cc-44d6-849f-abf4d61e3484 · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 89
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:48.583145Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 1fa7f0d2-814d-4c08-9ae2-a6817821e09a · outbound
This paper cites an unresolved cited work.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem Unresolved cited work
Reference 90
- Resolution
- unresolved
- raw_fallback, observed 2026-08-07T15:42:48.330988Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Observation 583892ba-253e-4ce2-95cc-e1038cc6e191 · outbound
This paper cites ‘Json {{.
MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem ‘Json {{
Reference 91
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-08-07T15:42:48.096989Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.
Pith citing papers
Observation 21bec8d3-6ec1-49e6-97d9-a21d40a8ac0a · inbound
Retrieve, Schedule, Reflect: LLM Agents for Chip QoR Optimization cites this paper.
Retrieve, Schedule, Reflect: LLM Agents for Chip QoR Optimization MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem
Reference 13
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T18:17:31.059069Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6cb0d217-75dd-4f98-b22e-cc4fdd23ea38 · inbound
Towards Knowledgeable Deep Research: Framework and Benchmark cites this paper.
Towards Knowledgeable Deep Research: Framework and Benchmark MM-Agent: LLM as Agents for Real-world Mathematical Modeling Problem
Reference 21
- Resolution
- verified exact
- arxiv_id, observed 2026-05-11T05:10:54.505198Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.