Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:37:32.713825Z
Paper Citation Record · LEDGER
As of 20 August 2026, this Paper Citation Record lists 43 of 43 outbound references and 0 inbound Pith citation observations for arXiv:2504.15080.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-16T11:37:32.713825Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-20T06:33:59.587034+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links
A source-named dated measurement, never combined with another source.
Source: cited_works
43 of 43 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 45cbc7a9-ae87-406c-968d-0d027ed6e1d3 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Demystifying parallel and distributed deep learning: An in-depth concurrency analysis,
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7c327a23-ec50-4b19-9e59-a2de6779b13b · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Attention is all you need,
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 005cca43-d642-47fc-9393-4aaf59b851e5 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Deep learning for computer vision: A brief review,
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d12374dc-c935-40bd-b076-7d6823ebff28 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Recent trends in deep learning based natural language processing,
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 647edb0a-5370-4074-baa8-b1e510d29244 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Large language models for software engineer- ing: A systematic literature review,
Reference 5
Source-reported events for the cited work
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Observation f3d2f580-2c21-4695-b6f2-fceccba5fc70 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Competition-level code generation with alphacode,
Reference 6
Source-reported events for the cited work
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Observation ba577580-2e8a-4d09-bf9b-f526a77177d1 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Multi-task learning based pre-trained language model for code completion,
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e9f334f7-969a-4e16-9f5f-a1113ec1ee62 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Intellicode compose: code generation using transformer,
Reference 8
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d84e982b-6dd1-4293-9a61-323221e500d2 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Is your code generated by chatgpt really correct? rigorous evaluation of large language models for code generation,
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation d5e5c01e-1ec0-41d4-8628-dff41a7fae98 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Self-collaboration code generation via chatgpt,
Reference 10
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation a915aa54-f9f4-4974-994b-d99d4197aa93 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Codereval: A benchmark of pragmatic code generation with generative pre-trained models,
Reference 11
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation fb1517dc-0046-48c0-89ae-21f21cd6dbae · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Evaluating ChatGPT-3.5 Efficiency in Solving Coding Problems of Different Complexity Levels: An Empirical Analysis
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 7e30e3a5-9f82-4af2-84e7-5889165a91ac · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Chain-of-thought prompting elicits reasoning in large language models,
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0db185f1-d95a-437b-8590-6822264c6aa4 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Structured chain-of-thought prompting for code generation,
Reference 14
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation abfd8f52-69ad-4f9e-a33c-d1025fde4dd4 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Automatic chain of thought prompting in large language models,
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9f99e75-58d7-4069-88d3-3d2b1abde399 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Self-planning code generation with large language models,
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 955aef85-0c17-4cc8-9fde-c9734315d44e · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Retrieval-augmented generation for knowledge-intensive NLP tasks,
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 374cd4a1-02d5-40c2-811c-ce1a579f40a5 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs The WEKA data mining software: an update,
Reference 18
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation e393146a-7cdc-4738-b1de-c9ccfa01a780 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Dash: A low code development platform for AI applications in industry,
Reference 19
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 3c323bf7-4ff8-4e46-84ee-b79be4fa301e · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs The PHOTON Wizard -- Towards Educational Machine Learning Code Generators
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ba69c3e9-0d04-487e-87f8-074a1c1e01f9 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs AI for low-code for AI,
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 43e1aeeb-058e-4f1a-bf9b-f197aff62b2f · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Large Language Models Synergize with Automated Machine Learning
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ea659a7f-dae2-4398-8ce6-edfb9c575885 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Large Language Models for Constructing and Optimizing Machine Learning Workflows: A Survey
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5e24689a-1ca5-4c3d-b422-9ee65a0e7185 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs AutoML-GPT: Automatic Machine Learning with GPT
Reference 24
Source-reported events for the cited work
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Observation e3636e0f-8482-42a5-9155-f51b39ba5265 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Mlcopilot: Unleashing the power of large language models in solving machine learning tasks,
Reference 25
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 00095c26-e795-4416-9558-2225137b1728 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Hugginggpt: Solving AI tasks with chatgpt and its friends in hugging face,
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 173b0a75-afc6-4e97-b141-493acbc88d64 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Plan- and-solve prompting: Improving zero-shot chain-of-thought reasoning by large language models,
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 9c0bc9ff-6f78-4ce5-987c-3b524c1e1afc · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Debug like a human: A large language model debugger via verifying runtime execution step by step,
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eccd9d01-8912-4861-aefe-709c8081a2a1 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs SelfEvolve: A Code Evolution Framework via Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a868ac6-baf2-4fb4-968d-b3b490a5f8dd · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11672e35-d089-42af-83c5-da19d38fb600 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Towards continual knowledge learning of language models,
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f368b7d2-3e36-42ca-96b1-321a9ebb8b97 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Retrieval augmented code generation and summarization,
Reference 32
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 42e62a6d-cdaa-4c47-be1f-2b3b510fba13 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Reacc: A retrieval-augmented code completion framework,
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 67403206-8e1b-4786-b947-5e4b68df26b2 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Retrieval-based prompt selec- tion for code-related few-shot learning,
Reference 34
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 858267b2-232c-439e-83c1-827874cbe73b · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Docprompting: Generating code by retrieving the docs,
Reference 35
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation f9d226e8-cfe2-431b-816e-b905d896a385 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Okapi at trec-3,
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4c372d3-c85c-4fba-99f5-63b4038b55e1 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Learning by thinking in natural and artificial minds,
Reference 37
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 609f597d-82fd-4ced-b07a-a1734188ec82 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1452f4c2-0deb-4dbc-9cc1-155a81b50672 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Bleu: a method for automatic evaluation of machine translation,
Reference 39
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 94d84692-72fd-4fd2-a13d-d35219fcf6e0 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Infere: Step-by-step regex generation via chain of inference,
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation ceb5a43e-1407-4a9b-858c-08849e4b5ca2 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Neural Machine Translation for Mathematical Formulae
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.
Observation 1115c13f-6410-4508-ab1d-c0dbdc47110c · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Informer: Beyond efficient transformer for long sequence time-series forecasting,
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5bd96fce-6d0b-42f7-b490-772470ef2ed3 · outbound
Empowering AI to Generate Better AI Code: Guided Generation of Deep Learning Projects with LLMs Meta kaggle code,
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
No inbound Pith citation observations are available.