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Paper Citation Record · LEDGER

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging

As of 17 August 2026, this Paper Citation Record lists 100 of 129 outbound references and 0 inbound Pith citation observations for arXiv:2607.10789.

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

pith.paper-citation-record.v1
2607.10789 v1

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measured 100 of 129 reference resolution

Typed states for the displayed outbound observations.

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measured 100 of 100 standing notices

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measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

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measured 0 of 1 external citation measurements

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Reference resolution

100 of 129 outbound references displayed

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Outbound references

Observation 887ebb8c-d4d9-493f-9541-cda3d6507d09 · outbound

This paper cites Inverse problems: a bayesian perspective,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Inverse problems: a bayesian perspective,

Reference 1

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Observation 8fca80b2-300b-4e6f-bdb2-d4044f7d283c · outbound

This paper cites Solving inverse problems using data-driven models,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Solving inverse problems using data-driven models,

Reference 2

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Observation d57109dd-8342-4b60-ad4a-a7d793f93b75 · outbound

This paper cites The automation of science,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging The automation of science,

Reference 3

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Observation 4be28528-2f61-49c4-a485-7ad353626025 · outbound

This paper cites A deep learning approach to antibiotic dis- covery,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging A deep learning approach to antibiotic dis- covery,

Reference 4

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Observation eba1e02b-0fad-4b4b-8476-179c211d0142 · outbound

This paper cites Highly accurate protein structure prediction with alphafold,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Highly accurate protein structure prediction with alphafold,

Reference 5

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Observation 40c213ac-e26f-40fc-ac5c-bf3f17ddafdc · outbound

This paper cites Hypothesis Generation with Large Language Models.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Hypothesis Generation with Large Language Models

Reference 6

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Observation 2adcdc8b-c339-4b2b-9b8f-26dc09b8b55f · outbound

This paper cites First Sagittarius A* Event Horizon Telescope Results. II. EHT and Multi-wavelength Observations, Data Processing, and Calibration.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging First Sagittarius A* Event Horizon Telescope Results. II. EHT and Multi-wavelength Observations, Data Processing, and Calibration

Reference 7

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Observation eb2fc8cf-5ae0-4d0b-9949-ccc00f4a7fde · outbound

This paper cites An overview of full-waveform inversion in exploration geophysics,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging An overview of full-waveform inversion in exploration geophysics,

Reference 8

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Observation ee68b195-094c-4e62-a110-dad0f0db8475 · outbound

This paper cites Local patches meet global context: Scalable 3d diffusion priors for computed tomography reconstruction,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Local patches meet global context: Scalable 3d diffusion priors for computed tomography reconstruction,

Reference 9

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Observation 74ec098c-633f-4dde-a3b1-a0ea8bf46b27 · outbound

This paper cites On the determination of functions from their integral values along certain manifolds,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging On the determination of functions from their integral values along certain manifolds,

Reference 10

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Observation fa8f510b-5319-4602-aa64-1d4b3c9862a4 · outbound

This paper cites Maximum likelihood reconstruction for emission tomography,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Maximum likelihood reconstruction for emission tomography,

Reference 11

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Observation 9f249ecf-db8f-4662-9961-169a88b8c8bb · outbound

This paper cites Sparse mri: The application of compressed sensing for rapid mr imaging,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Sparse mri: The application of compressed sensing for rapid mr imaging,

Reference 12

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Observation 23a767ec-c0a1-4811-8406-deb2dff9f856 · outbound

This paper cites Optimization methods for MR image reconstruction (long version).

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Optimization methods for MR image reconstruction (long version)

Reference 13

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Observation bc6f3f8d-03f8-43ee-a2a1-37e4ccd156e3 · outbound

This paper cites Spatiotemporal maps for dynamic mri reconstruction,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Spatiotemporal maps for dynamic mri reconstruction,

Reference 14

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Observation b4c4befc-ed9e-4272-a1f5-f1a61d816f3f · outbound

This paper cites Addbiomechanics: Automating model scaling, inverse kinematics, and inverse dynamics from human motion data through sequential optimization,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Addbiomechanics: Automating model scaling, inverse kinematics, and inverse dynamics from human motion data through sequential optimization,

Reference 15

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Observation d5015531-7179-4788-b06c-c1fef37d6e41 · outbound

This paper cites Automating the practice of science: Opportunities, challenges, and implications,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Automating the practice of science: Opportunities, challenges, and implications,

Reference 16

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Observation 81a21ece-270f-4c35-8506-414e91da4fd6 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 17

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Observation bd1a45af-577e-4202-9c8c-c82ed24f2ac4 · outbound

This paper cites Tarantola,Inverse problem theory and methods for model parameter estimation.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Tarantola,Inverse problem theory and methods for model parameter estimation

Reference 18

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Observation 2143d79a-b3ba-488a-9d2b-d52cb0bc8147 · outbound

This paper cites ChemCrow: Augmenting large-language models with chemistry tools.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging ChemCrow: Augmenting large-language models with chemistry tools

Reference 19

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Observation 3a2ccf08-fedd-4682-b196-446b7f5f0bda · outbound

This paper cites Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face,

Reference 20

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Observation 91a79b59-ab3c-4111-b65e-a17f28361dbd · outbound

This paper cites Scicode: A research coding benchmark curated by scientists,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Scicode: A research coding benchmark curated by scientists,

Reference 21

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Observation f3b9591a-9c4c-4707-b2a8-8863478fcf5e · outbound

This paper cites ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging ScienceAgentBench: Toward Rigorous Assessment of Language Agents for Data-Driven Scientific Discovery

Reference 22

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Observation 8ed8d0d6-981e-482a-900a-8aaffafa1474 · outbound

This paper cites ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging ScienceBoard: Evaluating Multimodal Autonomous Agents in Realistic Scientific Workflows

Reference 23

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Observation 8aa4e96b-0b9c-4221-8282-a98388df1bd3 · outbound

This paper cites Wave-based non- line-of-sight imaging using fast fk migration,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Wave-based non- line-of-sight imaging using fast fk migration,

Reference 24

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Observation 8d303a77-7c21-44ba-9c55-244bcaf8c144 · outbound

This paper cites Ptylab.m/py/jl: a cross- platform, open-source inverse modeling toolbox for conventional and fourier ptychography,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Ptylab.m/py/jl: a cross- platform, open-source inverse modeling toolbox for conventional and fourier ptychography,

Reference 25

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Observation 39b9345f-d40d-46ee-a1d3-37d8aae141b3 · outbound

This paper cites Experimental robustness of fourier ptychography phase retrieval algorithms,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Experimental robustness of fourier ptychography phase retrieval algorithms,

Reference 26

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Observation 1e21aa96-7d0d-410d-b4e3-03ec0d20d0d9 · outbound

This paper cites Reconstructing video of time- varying sources from radio interferometric measurements,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Reconstructing video of time- varying sources from radio interferometric measurements,

Reference 27

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Observation 221f3cc3-cc25-4822-80a5-cd36c0096f6f · outbound

This paper cites SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models

Reference 28

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Observation 02f63ca2-84b0-478d-9a51-a2507c443b34 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Evaluating Large Language Models Trained on Code

Reference 29

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Observation 2f1f5d78-b451-4b1e-a69b-8ba586c70904 · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 30

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Observation 4c776edb-d3ef-4908-a343-a6cc2ae3bb33 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 31

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Observation 3ac5f2c2-2cbf-4e47-9a6d-b279ea88a10f · outbound

This paper cites MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering

Reference 32

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Observation 7a89bf00-5edb-4de0-8ecf-7c056af98b39 · outbound

This paper cites Blade: Benchmarking language model agents for data-driven science,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Blade: Benchmarking language model agents for data-driven science,

Reference 33

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Observation fd4d4a8e-50cc-46a5-94df-16f21d958f8f · outbound

This paper cites Astrovisbench: A code benchmark for scientific computing and visualization in astronomy,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Astrovisbench: A code benchmark for scientific computing and visualization in astronomy,

Reference 34

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Observation fcd8627a-dfe5-4020-8243-38313553d31d · outbound

This paper cites BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging BioDSA-1K: Benchmarking Data Science Agents for Biomedical Research

Reference 35

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Observation fb15ca6b-cb39-4a3f-8c98-e5f265c78b84 · outbound

This paper cites CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging CFDLLMBench: A Benchmark Suite for Evaluating Large Language Models in Computational Fluid Dynamics

Reference 36

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Observation b13ec5ca-cb26-4f3f-a438-0ecad5dc2d7b · outbound

This paper cites Gpqa: A graduate-level google- proof q&a benchmark,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Gpqa: A graduate-level google- proof q&a benchmark,

Reference 37

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Observation 873fc6ac-4908-48fc-8314-28b34b99ae4a · outbound

This paper cites LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging LLMs are Greedy Agents: Effects of RL Fine-tuning on Decision-Making Abilities

Reference 38

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Observation 1d9d6a85-fc24-471f-84df-0d55338e06e6 · outbound

This paper cites PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging PHYBench: Holistic Evaluation of Physical Perception and Reasoning in Large Language Models

Reference 39

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:fc9867b71940145fc9d96f3611be189e19d197a4f306522471ab0d6315d6d37c

Observation 878368e1-2886-48aa-9d18-77e8028afd33 · outbound

This paper cites Chatbot arena: An open platform for evaluating LLMs by human preference,.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Chatbot arena: An open platform for evaluating LLMs by human preference,

Reference 40

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:26d5ccc14c7db5a4baf32e3c6f5137ef02b78a708a004f5eae4a8bc3db7ec011

Observation c0e42412-6a28-4f36-b02e-f3a08b0dc31c · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 41

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:df8d9ef1ae436a542656c7934a08d75106a620959f8614cb3821b91399b0f0f9

Observation 4eb1d045-8625-4e48-9c55-e6f79bac85da · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 42

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:1240532e665df4282500253930a2104b0242d3fd6c79d2c790202bb92b18f8c1

Observation 93deec46-b092-43b2-9542-d7c05c1c3ef9 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 43

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f8c3e4ef9650ab2c92cb2074633aeb01623999610a3374bac7ea92c9ce7bc299

Observation 6c6b94da-7bc5-477d-8d2f-9ef4dcad66dc · outbound

This paper cites Wait for the Observation 29before continuing.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Wait for the Observation 29before continuing

Reference 44

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:fa6db9b45dea77be002d6e96672b6ce3a146aa7bfc0b19b6b29888fc6772693a

Observation c17b24ac-cd64-4617-99da-dcbffb306d89 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 45

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:4d0a74956defe4d60ecfeef7bebb41b8050c97be3caf763bd4089387e32198a6

Observation eeb8a41b-6f32-4839-8052-41cbc67d1dc9 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 46

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:24a186daaa3c41767770f916c6d47d8cd13b2e587c7d17b7884a948a6a96bf4d

Observation 35ddccdc-ee4e-4490-b48a-50304f623662 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 47

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:4ceea25c6383bad187cbc215d2022cf3019fc6490e3431c64470faaa2807eb9f

Observation 4df623b5-f84c-46d3-afb7-9c57f0cc8ac1 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 48

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:abd4b29615385fb464fe33c639706771f27f7efee91d7a6e9fa56d5e3b35ed10

Observation fea58213-9f98-4097-a98c-469d076ad164 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 49

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:2a430c94a25f130ae6e33c0a52928dd74cf1c45d6886b8929264515c7a7ff423

Observation 09cb81b6-5f7e-475d-861f-3d872e2e3a00 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 50

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f9bf7caf7d08f6e906f6b773e16cc73973a1fdfc0eb8e5c36f372f2ccece617b

Observation f5617732-492c-4faf-b29c-ca56e2f7b82b · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 51

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:dbf656da26c4325e4170fd0d1d3d3ab3e15e7b16ba01478ebcb82ca2ac480603

Observation 7c009f18-f838-4c89-90ba-f42e3b0f225c · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 52

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:d8c9b75578a90291cc55c644f9c40b01df15e2344da5ce7a0a6578eafa2fdac5

Observation e68e3807-11b8-4cc8-a0a1-07a8ad4b79f5 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 53

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:c1e363e20b6463e26d2a3c41767dec9a38e67fbea35714dcc838c501defd55ba

Observation 8758c310-20c8-44b5-ad33-4dcb865a8e94 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 54

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:73127903a8dbe6256ca6a4accfd81eda63d792e2fae6724c924797724d1bea39

Observation cac5cc0c-bde2-4943-a9ab-40241b5edcaf · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 55

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:ce3f4547fe1afefa221fdb9215670afa50118c7feba442c8bf4bda443d12b61c

Observation 420d0676-63a0-4fec-8da2-c3396668397a · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 56

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f5896d7c58c7df8892f60c8c2d7a812224c774b09bff07b5cf7589d172baf62e

Observation d1fa38a5-c115-422b-86ab-d5ffeaf1876b · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 57

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:d64b717214398884901f0cde3bdfae5bdf579d6a49c5e9c35a7705bd61537c00

Observation 0cf8115a-b2ae-46ce-be6a-cb8554000a16 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 58

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f2cc7d2e574603e5810b8a153d1f3879e9ab20c67a286c7743301ee36152b543

Observation 5561beba-ed53-4c8b-87b3-2108605aede8 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 59

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:4ac15b09e606335b2c8c473bfee035a20e68f6513f7ce9c80d4fb9eb999789e1

Observation 198fc232-04a9-48bc-a848-9a1a6bea8b86 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 60

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:75ccf218f21a0c8a772eda3bd29619ab3c09afd7b8aa775104a5a6dbc0772a33

Observation 058d7a96-73c9-4dd9-9e7b-7116805f0aa6 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 61

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:97f3d6810acec7c6c97c901cbe8f85de2b849507113a98b9e62ae29c5de5ebe6

Observation ac96ca00-1203-4690-8490-ea2ca729212d · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 62

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:d9ce408f56c622f6079dd779ff20fef02b6ef0f0411fee126b66bc95d50a2028

Observation 4458f55c-ac41-4f49-9d21-d485719de50f · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 63

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:955107705b40805f4772aec9963da115aeef2f234be066236251ea2a793e2f2f

Observation 07bdf246-0350-4384-95b8-caf6f14a706a · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 64

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:5a9a6b7083cac88ea91f0a00854b55ccd10e4022acb1014abc6f2f60ab283980

Observation 29e8e331-9fb1-4617-b4fb-bd8150cbc468 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 65

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:6ae35fe2d09f3fa957c54e18f6920587401af523ff72ad213bc3ee093db13a58

Observation f551c1fb-9e8c-4e89-ab0f-d2fa87211f0a · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 66

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:48067528e21ac9da045b07a5802da34ff3780a0821a99b9debc9d96ce765700b

Observation aec89435-e237-46a7-9aff-5e7e0520e658 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 67

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:48fec1c2d39f7c498b55fc8d567284e91160d4e5782316731d0ad7619c8b2819

Observation 15f25232-7670-42c8-b3b4-6c4ffeea3388 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 68

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:beb1d2e9600f1f81aa2eae8f1bb4514f61c9a2df71426d37e7f0575a51111918

Observation 29a2650f-d9b7-4d03-87b8-e85df033a434 · outbound

This paper cites Fourier ptychography phase retrieval.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Fourier ptychography phase retrieval

Reference 69

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:620c8bd4157bede33754a32d1b4916f451ab53138516a0c20a35eccf1fec72b0

Observation f1fb3f4a-8e54-404d-b56f-01c652903457 · outbound

This paper cites 33 3)Code Design: the full set of typed function signatures fromplan/design.md, establishing the interface contract.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging 33 3)Code Design: the full set of typed function signatures fromplan/design.md, establishing the interface contract

Reference 70

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:d3174913d83f06515964ee51e8a977c02bb8cbeeeae3983ac8752178bc3dda28

Observation 1ebc446f-3c87-4e21-b03e-e0a1ef80bbe1 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 71

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:238915937d38ab3576c240aa84e5f1c5761c0b0242ee013213edca91deeb92a7

Observation 5b090bfe-7830-4427-be9f-897a19665099 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 72

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:857fcf0bd5c3badad9a02f1b930c00633eedd8478bd6e445b6ee39a4e63583fa

Observation 45f7d135-615e-4dd9-b7dd-4505381541f7 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 73

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:0931cb78d34f5e7d38a89e10a47a862e70a727316ffad41c3dee9936b21af906

Observation 37e60322-2c6a-474a-a0ba-fa722d323ecd · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 74

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:b8257b34832cfd8a68040a3774657bc13392ea59663399bfe6725fcf24d58f8c

Observation 4e5153b6-50ae-4486-a477-6a85528c57ba · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 75

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:cee9c2587c904ab47413f7143a6129279b3b3df0ab8d8bac1ab0607070831cdc

Observation 752eb444-bca6-4ed4-9943-00909e56d5da · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 76

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:c129d2c00483d61274bc8ecbbb7755ae746526da6a40d64bd83632ae8c98b582

Observation 2b60efbc-b9ab-45ff-b4e2-ead7c48b8148 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 77

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:a044b4ee20faaaee211966022aa36fc39160632f9cce8728542d91a2fd1254b0

Observation dba8269a-52e7-47ca-8b4e-604ae8a99321 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 78

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:394aae52598d2230c985b35e95fcf4dec03b307049fe78789cec512666615b1d

Observation d6e350ab-5b1d-45a6-aba9-d07fd4f3ef33 · outbound

This paper cites If not, reject the signal and instruct the agent to run the test suite before finishing.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging If not, reject the signal and instruct the agent to run the test suite before finishing

Reference 79

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Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:a42f010f127775a1d29342054557b43c2e0331dbab09c7a22327b63108379d5a

Observation c4c37da3-925e-4906-beaf-31fe5c709234 · outbound

This paper cites update x.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging update x

Reference 80

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:505067e51577bbb32eb034b4882019192c9384b743f2d770398e74a4916df137

Observation 4d637370-c0b2-49f6-ba3f-0732ed838150 · outbound

This paper cites decision.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging decision

Reference 81

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:22684cc63cc67c6ed464a035265efa90eb4ee07c6917b2ff8d06bee73bb6a9bb

Observation 43c562e4-c752-4008-bc20-97c521421315 · outbound

This paper cites Output only raw JSON.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Output only raw JSON

Reference 82

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f09b3e5c44112ef919d2089579cf44d7144181437ad18d873991942363d3dc55

Observation d2625d0e-5a15-4174-a41e-176260819f14 · outbound

This paper cites decision.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging decision

Reference 83

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:1bd9a96e6928176f4083ff2055aead1353275a46d27aab7802c83a07bf883df3

Observation eb140034-3f5d-4865-a2f0-7bb64f0a6193 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 84

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unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:19ea0755d8613dbbe3dc5a5a8d7c7479b174851607f49f6739836f0825bc6565

Observation b7124a25-315e-4048-9e4d-a518226ade73 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 85

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unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f58af4a6eb0fcd23d79924ddf0e0cb1b5dc2f87dc1e21a249965143e959fd49c

Observation 18d082ba-ff62-4a5c-a1a3-24c2dac6c7c5 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 86

Resolution
unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:112dee260033b9239399395f3f7346ad00de8ccb03d44aef36ca359051473951

Observation abf58c28-e8b8-44b0-826d-a96edb0166c1 · outbound

This paper cites 5.Strict output format.Output only valid Python code in a markdown block.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging 5.Strict output format.Output only valid Python code in a markdown block

Reference 87

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:97484763475678adc25f5eb659e807207be1a958f70365510d611b8f1e3c8d1f

Observation 3655d840-319e-43a5-b2ec-7fc7cd9b2396 · outbound

This paper cites __main__.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging __main__

Reference 88

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:096f7aa202b184bc83cf45576616fea2648bc9c1d97777784b4e4565954bd496

Observation 29ec0daa-fcef-4aaf-b3ca-e28840100e2d · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 89

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:44993cef809429e4e563bb60f0e7115bd35cdc9134a10c0cfd526f5b052b4477

Observation c58876f4-cfa8-4fd2-987a-7d21331abce3 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 90

Resolution
unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:07c9c6a2048f6ad7f104a9a88a8413a59ef6e270aabc9795312ad6ee9f9b52a8

Observation 05d14c80-7303-466e-b355-2bb3a9c8f019 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 91

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parse uncertain
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:264fc9fb4da0fedf2830452de1c588ba5af482cb9d6d9e0a1f5a031298799ae0

Observation d3b01d9f-e0c1-496b-baaa-06c58631a392 · outbound

This paper cites __main__.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging __main__

Reference 92

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:393fa630aa83c6fcfd1521a0d0b494331809e54313894bc9d14a61b4475fbc59

Observation f457a36b-2975-4a71-9431-85e678d16327 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 93

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:44f22a93f01d024c7c108d0d20f477e86ca715b7de48b3e88f688a981d2f63b4

Observation c5d2faf8-3bf7-4a2a-b3da-d6d09b6a8642 · outbound

This paper cites Do not include explanations or markdown.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Do not include explanations or markdown

Reference 94

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no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:c72a8a00ef95d1a7ec4b341577d230cccce07e74de250974e1ee99726f59ed2b

Observation 4acf5bc4-4987-40a3-9eb7-d184ff7c2783 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 95

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unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

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source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:47c66cc54d52c2ffccdd76c4d974522da03b2b33e26109e92e086b859bfdbd0d

Observation f0cbb12f-8758-4a0a-87c2-2596d783253f · outbound

This paper cites unexpected keyword argument.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging unexpected keyword argument

Reference 96

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malformed identifier
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:fb2f9be97d2d9e2584a808170b61f412a277e71d2aa93a3735063d63a0dfa3fc

Observation 26543a3c-eef5-45f7-96b4-f5d3438538f3 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 97

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unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:4403e60d3d5e2a8b00c8dd2728b4250fc6bc6b6bc6b2ce53d87a5de1ab1c06c4

Observation ae76dc82-485b-444b-816f-5bb2d0b5b19b · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 98

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unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:f66e6547ccfd4e7858e6d5abf7a0bb032a592a147cefb70e5f542339a02d41f0

Observation 19b84069-4fd5-4794-8bee-d0d36c05a9c3 · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 99

Resolution
unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:069f2c62a9a7c4f174dff3d2ac636d37392c88b03a5a6cdd74821fa22f25babf

Observation 11d4b9de-1428-4107-a698-67a1e97c8dfa · outbound

This paper cites an unresolved cited work.

Imaging-101: Benchmarking LLM Coding Agents on Scientific Computational Imaging Unresolved cited work

Reference 100

Resolution
unresolved
no resolver link, observed 2026-07-14T09:17:00.467000Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-14T09:17:00.467000Z digest=sha256:177b2835e596aa0d6fee8aa30c88709f14cd2d18e55a62a72530fda57b6a4b9d

Pith citing papers

No inbound Pith citation observations are available.