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Paper Citation Record · LEDGER

NADER: Neural Architecture Design via Multi-Agent Collaboration

As of 11 August 2026, this Paper Citation Record lists 74 of 74 outbound references and 0 inbound Pith citation observations for arXiv:2412.19206.

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

pith.paper-citation-record.v1
2412.19206 v1

Coverage vector

measured 74 of 74 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-11T00:52:23.151011Z

measured 74 of 74 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: cited_works

Reference resolution

74 of 74 outbound references displayed

  • verified exact1
  • verified fuzzy33
  • unresolved40
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f8cf4808-84c4-4647-a9a3-d7ba8648cc25 · outbound

This paper cites GPT-4 Technical Report.

NADER: Neural Architecture Design via Multi-Agent Collaboration GPT-4 Technical Report

Reference 1

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Observation 7abeebb5-dc5d-42f3-b6fe-8a273e4965f8 · outbound

This paper cites Random search for hyper-parameter optimization.

NADER: Neural Architecture Design via Multi-Agent Collaboration Random search for hyper-parameter optimization

Reference 2

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Source-reported events for the cited work

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Observation c4ab57a0-b8d1-4ffa-bbbe-8e95ae4dbb90 · outbound

This paper cites Image quality- aware diagnosis via meta-knowledge co-embedding.

NADER: Neural Architecture Design via Multi-Agent Collaboration Image quality- aware diagnosis via meta-knowledge co-embedding

Reference 3

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Observation 99d0ea3a-264c-4e7a-92bb-10374730ec5f · outbound

This paper cites Evoprompting: language models for code-level neural architecture search.

NADER: Neural Architecture Design via Multi-Agent Collaboration Evoprompting: language models for code-level neural architecture search

Reference 4

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.799881Z digest=sha256:a01992dce5e8663a1dbd89ae759081082c5e259414334931824260cd34d1fee7

Observation 15735b2a-a1af-482b-8864-64586c2adc0e · outbound

This paper cites AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors.

NADER: Neural Architecture Design via Multi-Agent Collaboration AgentVerse: Facilitating Multi-Agent Collaboration and Exploring Emergent Behaviors

Reference 5

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source=pdf_text observed=2026-08-11T00:52:22.805003Z digest=sha256:dc6f51662d89430e6dab64b3d6ad357f42701ad2967600c87b68596fb8320155

Observation ec549103-b5ea-4f7f-85e1-b16a0da89077 · outbound

This paper cites DrNAS: Dirichlet Neural Architecture Search.

NADER: Neural Architecture Design via Multi-Agent Collaboration DrNAS: Dirichlet Neural Architecture Search

Reference 6

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local_arxiv, observed 2026-08-11T00:52:23.553335Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation cbfe5422-ac91-473f-8aaa-60bc366c5f01 · outbound

This paper cites A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets.

NADER: Neural Architecture Design via Multi-Agent Collaboration A Downsampled Variant of ImageNet as an Alternative to the CIFAR datasets

Reference 7

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source=pdf_text observed=2026-08-11T00:52:22.814990Z digest=sha256:5b85208827f9f3a5eead4e02b056c9ec6fd031bce1c8c8f31d6f15506ada2306

Observation ca0d7816-6f82-4fa0-9eaa-f386beff22a7 · outbound

This paper cites An analysis of single-layer networks in unsupervised feature learning.

NADER: Neural Architecture Design via Multi-Agent Collaboration An analysis of single-layer networks in unsupervised feature learning

Reference 8

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.820086Z digest=sha256:a01d61ca1055b7ee76403141898d9287395774841880f8e502af0c1ed0bd814e

Observation 45c507b0-7f49-4a0a-bbde-895b909b3cd5 · outbound

This paper cites One-shot neural architecture search via self-evaluated template network.

NADER: Neural Architecture Design via Multi-Agent Collaboration One-shot neural architecture search via self-evaluated template network

Reference 9

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.824987Z digest=sha256:1770d31fffb5f90484e37543de9faa526f6293749a2d96ac6f30316c587674d9

Observation 4645744d-bbb5-4169-a1e6-b6f8383f3c6f · outbound

This paper cites Searching for a robust neu- ral architecture in four gpu hours.

NADER: Neural Architecture Design via Multi-Agent Collaboration Searching for a robust neu- ral architecture in four gpu hours

Reference 10

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.829705Z digest=sha256:44256b9879b15ebcfde8ba9f807a3b2abce71b3f50b1b7f83484f2cac74d7cd9

Observation 2b9a4f6a-1d9f-4d0a-a15b-ea42788a2c73 · outbound

This paper cites NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search.

NADER: Neural Architecture Design via Multi-Agent Collaboration NAS-Bench-201: Extending the Scope of Reproducible Neural Architecture Search

Reference 11

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source=pdf_text observed=2026-08-11T00:52:22.834643Z digest=sha256:7319e2a750279da17032dfe4495fd5c73f983e7accdfec25c9de8afc9afc74cf

Observation 5ee66def-7505-4dbc-af93-1026615091ca · outbound

This paper cites Bohb: Ro- bust and efficient hyperparameter optimization at scale.

NADER: Neural Architecture Design via Multi-Agent Collaboration Bohb: Ro- bust and efficient hyperparameter optimization at scale

Reference 12

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.839837Z digest=sha256:d108895681fa53cf4693bd65497debbf0bb5a57e3e5fcc9a924e464550a57a1a

Observation 490eab64-fbe2-41c1-b4ef-9d6da42f5e95 · outbound

This paper cites Visual program- ming: Compositional visual reasoning without training.

NADER: Neural Architecture Design via Multi-Agent Collaboration Visual program- ming: Compositional visual reasoning without training

Reference 13

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.844749Z digest=sha256:f3753a2140740c8e94048af549294f3f1e3e45d202bece9e0e17ba8b2d22db4b

Observation 7cc8a01a-296b-470c-bfe1-e2ae45a074d8 · outbound

This paper cites Deep residual learning for image recognition.

NADER: Neural Architecture Design via Multi-Agent Collaboration Deep residual learning for image recognition

Reference 14

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.849528Z digest=sha256:d1bfceeec4647d5e2c280e47dc9c393fbfe6429f6611f88b3962bbf7a3226e5a

Observation 5832a088-62e5-4be0-bc57-dd5bda9d0924 · outbound

This paper cites MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework.

NADER: Neural Architecture Design via Multi-Agent Collaboration MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework

Reference 15

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source=pdf_text observed=2026-08-11T00:52:22.854300Z digest=sha256:e19bba15115d90e6eebb54ae96bc1ace165ef5052ecd3c67e0d11a2a4f5e0a4b

Observation 4776e861-2e50-4a3d-a997-9dcc9e1cb5d8 · outbound

This paper cites Dsnas: Direct neural architecture search without parameter retraining.

NADER: Neural Architecture Design via Multi-Agent Collaboration Dsnas: Direct neural architecture search without parameter retraining

Reference 16

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.859713Z digest=sha256:2c183134ec712de05207e19ec292627c72f192103af4bdd7506d165638dbd575

Observation b125c27a-5430-4c9a-9a37-515a46572166 · outbound

This paper cites Neural architecture search with bayesian optimisation and optimal transport.Ad- vances in neural information processing systems , 31, 2018.

NADER: Neural Architecture Design via Multi-Agent Collaboration Neural architecture search with bayesian optimisation and optimal transport.Ad- vances in neural information processing systems , 31, 2018

Reference 17

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.864725Z digest=sha256:b530bdc598f2db47f0957d6155d2762b0467043cd275cd1795a3d3b7cedcc027

Observation 6d6b3d00-1bee-4cfe-81ca-ab8804604521 · outbound

This paper cites Learning multiple layers of features from tiny images.

NADER: Neural Architecture Design via Multi-Agent Collaboration Learning multiple layers of features from tiny images

Reference 18

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation d024e0f6-4ed5-4aa7-b972-a87523115a79 · outbound

This paper cites Retrieval-augmented generation for knowledge-intensive nlp tasks.

NADER: Neural Architecture Design via Multi-Agent Collaboration Retrieval-augmented generation for knowledge-intensive nlp tasks

Reference 19

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation a3335128-849a-4140-a2c1-c8059f2c1cc6 · outbound

This paper cites Random search and repro- ducibility for neural architecture search.

NADER: Neural Architecture Design via Multi-Agent Collaboration Random search and repro- ducibility for neural architecture search

Reference 20

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.879787Z digest=sha256:f09ba8ed762157e6e250b8bbb4c941436a2c81f77859d9708752a2507ee2718c

Observation 795c9bb2-da90-43f9-8b94-efbb213f0619 · outbound

This paper cites Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate.

NADER: Neural Architecture Design via Multi-Agent Collaboration Encouraging Divergent Thinking in Large Language Models through Multi-Agent Debate

Reference 21

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source=pdf_text observed=2026-08-11T00:52:22.884760Z digest=sha256:e272e3bd5a2e0877dcca4a8f71c32573211024b14a588ef7001f216ee5dae620

Observation 0d94ee17-4781-4095-8005-258b4d902a45 · outbound

This paper cites DARTS: Differentiable Architecture Search.

NADER: Neural Architecture Design via Multi-Agent Collaboration DARTS: Differentiable Architecture Search

Reference 22

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source=pdf_text observed=2026-08-11T00:52:22.889719Z digest=sha256:9429520a7b112e87d54254bdb8b0056f8627703697512281a54dd7f9219a8035

Observation 4263410d-0eb7-435f-be7a-4fba1ea5f8c3 · outbound

This paper cites BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents.

NADER: Neural Architecture Design via Multi-Agent Collaboration BOLAA: Benchmarking and Orchestrating LLM-augmented Autonomous Agents

Reference 23

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source=pdf_text observed=2026-08-11T00:52:22.895180Z digest=sha256:68b23eb496abb95c5bc6bea9fd4a1a4aecce0c27eace1c1fc86871b5571a1700

Observation 171f8d23-b691-402a-994b-5d87cbca3bef · outbound

This paper cites The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery.

NADER: Neural Architecture Design via Multi-Agent Collaboration The AI Scientist: Towards Fully Automated Open-Ended Scientific Discovery

Reference 24

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Observation 8b34c90d-67d3-4ef6-b59c-4bc94788ba91 · outbound

This paper cites $\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells.

NADER: Neural Architecture Design via Multi-Agent Collaboration $\Lambda$-DARTS: Mitigating Performance Collapse by Harmonizing Operation Selection among Cells

Reference 25

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Observation 78f2d1bc-5a66-449f-9391-9ac9f273930f · outbound

This paper cites LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization.

NADER: Neural Architecture Design via Multi-Agent Collaboration LLMatic: Neural Architecture Search via Large Language Models and Quality Diversity Optimization

Reference 26

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Observation d3618ff0-2a4c-4ead-b24a-86227683ad0a · outbound

This paper cites Generative agents: Interactive simulacra of human behavior.

NADER: Neural Architecture Design via Multi-Agent Collaboration Generative agents: Interactive simulacra of human behavior

Reference 27

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation 08ee6bdb-68ae-4885-9d57-c8c610f4bf34 · outbound

This paper cites Efficient neural architecture search via parameters sharing.

NADER: Neural Architecture Design via Multi-Agent Collaboration Efficient neural architecture search via parameters sharing

Reference 28

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No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

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Observation da8b9e09-8b28-488b-9a15-57cdfe023518 · outbound

This paper cites ChatDev: Communicative Agents for Software Development.

NADER: Neural Architecture Design via Multi-Agent Collaboration ChatDev: Communicative Agents for Software Development

Reference 29

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Unavailable: canonical work link unavailable.

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Observation 43577384-102c-42b1-81cb-e009df893d1a · outbound

This paper cites ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs.

NADER: Neural Architecture Design via Multi-Agent Collaboration ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs

Reference 30

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Observation 2a4ed2c6-a144-4508-8ad2-28191bb526e9 · outbound

This paper cites LeMo-NADe: Multi-Parameter Neural Architecture Discovery with LLMs.

NADER: Neural Architecture Design via Multi-Agent Collaboration LeMo-NADe: Multi-Parameter Neural Architecture Discovery with LLMs

Reference 31

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source=pdf_text observed=2026-08-11T00:52:22.936107Z digest=sha256:205917e9968ba4196ab553798b4e0ed4bad9487ac5a3e38b78b3cb91318e1d63

Observation 27be7b17-1421-4ca7-94c0-41e95a2470ef · outbound

This paper cites Regularized evolution for image classifier architecture search.

NADER: Neural Architecture Design via Multi-Agent Collaboration Regularized evolution for image classifier architecture search

Reference 32

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.940894Z digest=sha256:ae75c0bd4c0379f622b3edd2f50774d05defe4cd3aecbcf25c36db8bb78a73b2

Observation f37127c1-1262-4b4a-a7bb-e272db74e987 · outbound

This paper cites Toolformer: Lan- guage models can teach themselves to use tools.

NADER: Neural Architecture Design via Multi-Agent Collaboration Toolformer: Lan- guage models can teach themselves to use tools

Reference 33

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.945260Z digest=sha256:dd1d12444863da29be37bcf52edcc7f510d711b9ea6a9c32ca0e9876a1810828

Observation 024790f6-c6d8-45a0-b9e2-09894ac8e6db · outbound

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

NADER: Neural Architecture Design via Multi-Agent Collaboration Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face

Reference 34

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.949620Z digest=sha256:0d332f10adaacdbdc7dd36f5126c3be6fa714f38da2e30c861d1fdc52f3095eb

Observation 092fe686-ecea-4e4b-8d87-e608c79e1a81 · outbound

This paper cites Reflexion: Language agents with verbal reinforcement learning.

NADER: Neural Architecture Design via Multi-Agent Collaboration Reflexion: Language agents with verbal reinforcement learning

Reference 35

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.954498Z digest=sha256:3c13d8ef34815241b605311524b822b34f01028e8f2416eb865cd82a08416474

Observation 076c53a9-f84a-4604-b6c0-183b84b0710f · outbound

This paper cites Stallkamp, M.

NADER: Neural Architecture Design via Multi-Agent Collaboration Stallkamp, M

Reference 36

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Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.959310Z digest=sha256:13f638f6614d5ec2cb1da453faaf00ee9e1c743fa5e69214d3483e4676b86745

Observation 806867d6-c1ad-49e3-a22b-826e658ec27a · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

NADER: Neural Architecture Design via Multi-Agent Collaboration LLaMA: Open and Efficient Foundation Language Models

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.964178Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.964178Z digest=sha256:9200d5bf5c2eb78b59714dd900fc7774fbc2ee0ed70d5ca44c8b2d7e95a7254e

Observation 68be3a91-e8af-4ff2-a9f1-20a60c5608b9 · outbound

This paper cites Chain-of-thought prompting elicits reasoning in large lan- guage models.

NADER: Neural Architecture Design via Multi-Agent Collaboration Chain-of-thought prompting elicits reasoning in large lan- guage models

Reference 38

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.969455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.969455Z digest=sha256:ab4f7be8a27c7b833fa9477b28271fd609f2d5dbf52a8d518c76c9e14856e215

Observation 87a5500d-7c9a-4752-aa38-7b50ffd79ca4 · outbound

This paper cites Cap- vstnet: Content affinity preserved versatile style transfer.

NADER: Neural Architecture Design via Multi-Agent Collaboration Cap- vstnet: Content affinity preserved versatile style transfer

Reference 39

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.100604Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.974197Z digest=sha256:3f75fcfced0375e8874dbd73e103dc22bdc207051dc4aaa4f6a4aeef9698491b

Observation 1cf4a937-0dc4-47ba-9a94-392e8a58c839 · outbound

This paper cites Simple statistical gradient-following al- gorithms for connectionist reinforcement learning.

NADER: Neural Architecture Design via Multi-Agent Collaboration Simple statistical gradient-following al- gorithms for connectionist reinforcement learning

Reference 40

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.083309Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:22.979705Z digest=sha256:7119ebb204a1376257f6a0277b3e2dc23d3ad8ba7a6daedee7295b2e1d874d70

Observation 880eb0a9-5dfb-404b-a9bb-d5183f82cce8 · outbound

This paper cites Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models.

NADER: Neural Architecture Design via Multi-Agent Collaboration Visual ChatGPT: Talking, Drawing and Editing with Visual Foundation Models

Reference 41

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.984844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.984844Z digest=sha256:876056211110941c3c7d7d00a67b027f724545f859e6bf8e2a8ec51fa7a1e8f9

Observation e073faf6-6042-4a2c-90c8-b49eedbc4677 · outbound

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

NADER: Neural Architecture Design via Multi-Agent Collaboration The Rise and Potential of Large Language Model Based Agents: A Survey

Reference 42

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.989854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.989854Z digest=sha256:07c32fa5863ec1616dd88644e269d5f5739acd80e5ff8c046f4e32c58e403600

Observation 15daa841-4367-4985-9e0b-376142c124e5 · outbound

This paper cites SNAS: Stochastic Neural Architecture Search.

NADER: Neural Architecture Design via Multi-Agent Collaboration SNAS: Stochastic Neural Architecture Search

Reference 43

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:22.995714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:22.995714Z digest=sha256:d1f07d27dba5a8604ea773d66920baf41c6c16d6214f7d37970ee2331ddb7570

Observation 0a181735-d617-444c-b65b-54d3045f7671 · outbound

This paper cites PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search.

NADER: Neural Architecture Design via Multi-Agent Collaboration PC-DARTS: Partial Channel Connections for Memory-Efficient Architecture Search

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:23.000879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:23.000879Z digest=sha256:2107d802938a989ea0bd0f35f7f2e67704339be00c2da9c9f9b194716b7a18f6

Observation 9dead06f-7f62-4a35-996f-cdfc7691b96c · outbound

This paper cites AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks.

NADER: Neural Architecture Design via Multi-Agent Collaboration AutoMMLab: Automatically Generating Deployable Models from Language Instructions for Computer Vision Tasks

Reference 45

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:23.006198Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:23.006198Z digest=sha256:6e2a82e9dbabb371fb0c72a14e91406bb4fbb70c9bc5b45cee86e0e0cef5b60a

Observation 9341d532-9aa5-4da8-bc93-bdd503784e4a · outbound

This paper cites b-darts: Beta-decay regularization for differentiable architecture search.

NADER: Neural Architecture Design via Multi-Agent Collaboration b-darts: Beta-decay regularization for differentiable architecture search

Reference 46

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.065096Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.011368Z digest=sha256:ce58f3ce7044289c4701710ddb8200806a4a7ecf770f1817e15ab8e27a6ad2ee

Observation 2bc67acc-862e-4e5c-ac59-de29a9ed123c · outbound

This paper cites idarts: Differen- tiable architecture search with stochastic implicit gradients.

NADER: Neural Architecture Design via Multi-Agent Collaboration idarts: Differen- tiable architecture search with stochastic implicit gradients

Reference 47

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.047828Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.016229Z digest=sha256:8f46ee426f88040744fef9b69ba8f11fed2e1ed8025146ef213fcffc29248d0f

Observation f5a556ff-c7fb-41ca-8008-01223f5bdd36 · outbound

This paper cites Using large language models for hy- perparameter optimization.

NADER: Neural Architecture Design via Multi-Agent Collaboration Using large language models for hy- perparameter optimization

Reference 48

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.030847Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.021250Z digest=sha256:e1f897dec97e63e4dfcfe3de4fd77519ac0612ab8bb02ef58819e18f221d3b16

Observation 491c61fe-707f-408f-ae2d-48bf9e61e6d4 · outbound

This paper cites Expel: Llm agents are ex- periential learners.

NADER: Neural Architecture Design via Multi-Agent Collaboration Expel: Llm agents are ex- periential learners

Reference 49

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:24.009407Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.026087Z digest=sha256:196995aa9014259d2ebd82e1b652345110324631ed2bc1d4207af05a0368ea5f

Observation 0555a6d4-1f19-4039-afcd-0cc4e88bb6c9 · outbound

This paper cites Can GPT-4 Perform Neural Architecture Search?.

NADER: Neural Architecture Design via Multi-Agent Collaboration Can GPT-4 Perform Neural Architecture Search?

Reference 50

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:23.031086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:23.031086Z digest=sha256:1a76bb82f27c294cd8b03ca3962cb3973b04777229963af2e1ab117b834cb4e5

Observation 9bdaaec7-c66c-4750-962a-f71590adac53 · outbound

This paper cites Neural Architecture Search with Reinforcement Learning.

NADER: Neural Architecture Design via Multi-Agent Collaboration Neural Architecture Search with Reinforcement Learning

Reference 51

Resolution
unresolved
no resolver link, observed 2026-08-11T00:52:23.036729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:52:23.036729Z digest=sha256:8170bd02739c934aa54061882e050a7f83553058a2883985b0668bb57a150324

Observation ab96ea67-f545-4b98-9ca4-a7a746f414ce · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 53

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.965733Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.047412Z digest=sha256:f5b35fe41022165b23cbdbc5abded5a2bef793ba3cdee87d1bc7608dad1f7b13

Observation 11df755e-99e2-45a6-9197-9d80b466a52c · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 54

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.949148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.052627Z digest=sha256:9a8c8ed770c478e05e3d12eac5829c165d15639e834e611416caaf8a8e62dba1

Observation 1cbf3756-115a-4473-8bc4-1c5c9b08df45 · outbound

This paper cites ###Title### {{title}} ###Abstract### {{abstract}} ###Output### Answer yes or no prefix with ##response## in the end.

NADER: Neural Architecture Design via Multi-Agent Collaboration ###Title### {{title}} ###Abstract### {{abstract}} ###Output### Answer yes or no prefix with ##response## in the end

Reference 55

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.932939Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.057508Z digest=sha256:a6cd3e8eadfed8839cc1f71c8cb0747942433625cb85c3d43d9f2b779d8b2703

Observation 8d65c341-4994-4bb0-b885-e628e6730850 · outbound

This paper cites Please focus on the methods of the paper to respond.

NADER: Neural Architecture Design via Multi-Agent Collaboration Please focus on the methods of the paper to respond

Reference 56

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.916278Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.062152Z digest=sha256:0fb498e0590cc9d3ceb963323d5c1fe2e948a46d353bc41a6c00d7b2630e15d2

Observation 83f6534f-17ae-44f1-88b5-4a3b281092ea · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 57

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.898448Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.066910Z digest=sha256:59cee2ffabec0e42caee3df915002682f35745fb601ff6f0abb6ab945e23ff44

Observation aa67225e-064b-425e-84f7-2037fa97cd50 · outbound

This paper cites 1530 [39] 1.

NADER: Neural Architecture Design via Multi-Agent Collaboration 1530 [39] 1

Reference 58

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.881257Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.071634Z digest=sha256:d5f4313c52a29cbae2589db4bc3e6724b20d1ab1242b175143274ae7db2da6e4

Observation 19c4897c-8b47-4630-b006-7594dd4f1d3e · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 59

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.865351Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.076323Z digest=sha256:5a834830ccb4f3dbd1e970741782d6b219087d75e7bcfdeccd1528f5ed6b0d9c

Observation c0c8d845-0c0d-4d3b-8fae-006f4c40cd9c · outbound

This paper cites ##blockname##.

NADER: Neural Architecture Design via Multi-Agent Collaboration ##blockname##

Reference 60

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.848499Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.081154Z digest=sha256:74c28c191b93f40ed8e9983e10ffab46c58c869a43425e0020da7c515dc3175f

Observation a28aecba-dae0-4313-84cc-184421faadad · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 61

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.831083Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.086047Z digest=sha256:a975bfd80bd5839235707df64271d275b7de55a76aff59771d3ec24fe3868287

Observation 88c872f9-e621-4b76-a2c4-0b28e7a8da5e · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 62

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.815205Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.090827Z digest=sha256:b9efaa183d5afc34d1abac89bc0bd0ceae9f0012c7e019d246678cb2ce28cb9e

Observation cca7c627-0ca3-431a-b9ff-1a49177eafb7 · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 63

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.797821Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.096006Z digest=sha256:ac2ed12a34a23f5bd5facacb2368dc7b4f1b19f0f764ea69a0e910c4307c91dd

Observation e536aedb-ace3-4e7c-aa4a-d88ed631c10a · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 64

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.780242Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.101064Z digest=sha256:ce18f1c3e0ea5edd02b902fb5c97141f34512d8b346b8dd6548fa5d28767cdd6

Observation 693a8dad-4a77-4b3b-92e2-d0bf8ddb409b · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 65

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.762513Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.105940Z digest=sha256:3949b813ad04ebcb6c2e6f73a7f63c77021ec3bf5d59eca9c4396727f8fe5794

Observation e70cf50d-c2a9-45b3-9703-759f40d2b6aa · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 66

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.745485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.110880Z digest=sha256:a8826bf7c1f3f0146ec65420171836c83f2c298abe50d45a4feb5513acd2523e

Observation 929cb492-9e93-4670-b5de-477fae27f2b2 · outbound

This paper cites You can achieve this by using the ‘permute’ operation to rearrange the tensor dimensions appropriately before applying LN.

NADER: Neural Architecture Design via Multi-Agent Collaboration You can achieve this by using the ‘permute’ operation to rearrange the tensor dimensions appropriately before applying LN

Reference 67

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.728648Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.116264Z digest=sha256:d940594970fcfa56ee0cfea308f09e5ea6ddb44cb870a5bf700f759496369783

Observation 8c8066f6-a0b0-4733-bb2e-d19bab4e50b2 · outbound

This paper cites This is necessary to maintain valid configurations and avoid errors.

NADER: Neural Architecture Design via Multi-Agent Collaboration This is necessary to maintain valid configurations and avoid errors

Reference 68

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.712326Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.121231Z digest=sha256:cfa6b5ae3a8dc1aefbc70457f6bedce0f717de561e29f4ca0238979bef380776

Observation 04747f30-830f-41c9-8003-14c1d337a944 · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 69

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.694975Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.126172Z digest=sha256:a585811f62ee6b00d9b9a35da65536b24af0de60fa9884bfd5bb5d9c5687ad8b

Observation 7d6daba7-7ad8-4b4d-ab27-2e42f32333ae · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 70

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.673621Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.130986Z digest=sha256:741a394c46f924261cc7a6c315d919010bd4f14f1b9956e68f7027f9fdea8220

Observation 027252ca-f609-4b3c-9d6d-a2485b53992a · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 71

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.656750Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.136127Z digest=sha256:a2c37cd44d5f485c991231adc2c0f55ef0c8eac3a26b1535cb06b6a099ec2007

Observation 0de95d6f-5758-4a9d-bf2f-a509f74c64be · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 72

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.639243Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.141181Z digest=sha256:a89fc957e9cf7345bf5c7c485a199e0fe50b9314d574d8dd110cd157d09a41f4

Observation 16de9c87-28e9-4200-b22d-66fad8992a39 · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 73

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.623341Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.145972Z digest=sha256:25dbdd053ffc7896699cfe18d0c048a77c96b9ab6642febb70619689457418c3

Observation 42dc2196-3af8-4e17-a46f-3e6713fbe61a · outbound

This paper cites an unresolved cited work.

NADER: Neural Architecture Design via Multi-Agent Collaboration Unresolved cited work

Reference 74

Resolution
unresolved
raw_fallback, observed 2026-08-11T00:52:23.607337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.151011Z digest=sha256:656d358b6580ffb5ee45665944c372c568afcc896bedad599c6df3831022de38

Observation c01b7c72-c63a-4181-98ba-8b53cbda792c · outbound

This paper cites Detailed Experimental Setting A1.1.

NADER: Neural Architecture Design via Multi-Agent Collaboration Detailed Experimental Setting A1.1

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-11T00:52:23.983538Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

source=pdf_text observed=2026-08-11T00:52:23.042179Z digest=sha256:b2762217a040ef1c04fd6f500f5f99e82a26d3e9a37e020222a8e479f8702930

Pith citing papers

No inbound Pith citation observations are available.