Paper Citation Record · LEDGER

Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework

As of 20 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 0 inbound Pith citation observations for arXiv:2602.18008.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2602.18008 v2

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T22:06:50.384155Z

measured 46 of 46 standing notices

One-hop event checks from named stored sources.

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Pith citing papers itemized under the disclosed page cap.

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Reference resolution

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External citation measurements

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Outbound references

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This paper cites an unresolved cited work.

Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Unresolved cited work

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework J., Marathe, M

Reference 2

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Unresolved cited work

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework K., Frey, C., Moh, J., Pollock, T

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Differentiable Agent-based Epidemiology

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Y., Ray, E

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework R., Sifri, C

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework CALYPSO: Forecasting and Analyzing MRSA Infection Patterns with Community and Healthcare Transmission Dynamics

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework d., Georg, C.-P., Koziol, T., and Schasfoort, J

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Unresolved cited work

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This paper cites The impact of social distancing, contact tracing, and case isolation interventions to suppress the covid-19 epidemic: A modeling study.

Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework The impact of social distancing, contact tracing, and case isolation interventions to suppress the covid-19 epidemic: A modeling study

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework A., and Vullikanti, A

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework and Schmidhuber, J

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Automatically learning hybrid digital twins of dynamical systems

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Back2Future: Leveraging Backfill Dynamics for Improving Real-time Predictions in Future

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Unresolved cited work

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework E., Kevrekidis, I

Reference 17

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Knowledge guided machine learning: Accelerating discovery using scientific knowledge and data

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Digital twins for health: a scoping review

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework F., Husch, A., Ley, C., Gon c alves, J., Skupin, A., and Magni, S

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework O., Huynh, T., Wei, W

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework H., Gonzalez, J., Zhang, H., and Stoica, I

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Unresolved cited work

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework and Vullikanti, A

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Applications of digital twins in medicine

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework and Curtin, W

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework S., Centeno, V., Phadke, A., Poor, H

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Foundational research gaps and future directions for digital twins

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework A., Sacks, M

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Epi-dnns: Epidemiological priors informed deep neural networks for modeling covid-19 dynamics

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework AlphaEvolve: A coding agent for scientific and algorithmic discovery

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework L., Barrio, R

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Management strategies in a seir-type model of covid 19 community spread

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Real-time influenza forecasts during the 2012--2013 season

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Y., Swarup, S., Mortveit, H., Marathe, A., Vullikanti, A., and Marathe, M

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework N., Kaiser, ., and Polosukhin, I

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Optimizing spatial allocation of seasonal influenza vaccine under temporal constraints

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework C., Aleta, A., Rodrigues, F

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework A general-purpose machine learning framework for predicting properties of inorganic materials

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework D., Hocky, G

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Inference of seasonal and pandemic influenza transmission dynamics

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework and Curtin, W

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework A survey on agent workflow--status and future

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework Large language models to accelerate organic chemistry synthesis

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Are LLMs Ready for Neural-integrated Mechanistic Modeling? A Benchmark and Agentic Framework write newline

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