Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-15T20:12:31.239215Z
Paper Citation Record · LEDGER
As of 19 August 2026, this Paper Citation Record lists 100 of 128 outbound references and 9 inbound Pith citation observations for arXiv:2505.13941.
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 2026-08-15T20:12:31.239215Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-19T06:32:44.657259+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T14:15:42.041812Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z
100 of 128 outbound references displayed
External citation measurements
0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z
Observation 7d1bddaa-00e3-4baf-8866-55d8b87d1004 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation https://www.kaggle.com/datasets/tylerx/ melbourne-airbnb-open-data
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f1d774a7-30e6-4b98-9ed3-36e7cec5ec01 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation https://www.kaggle.com/c/ petfinder-adoption-prediction/data/
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 928e8653-764b-4afb-b3b3-869dec1cecbc · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation GPT-4 Technical Report
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b4b6a1f-08a7-4315-b0c0-c066808c87a2 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Statistical Analysis on E-Commerce Reviews, with Sentiment Classification using Bidirectional Recurrent Neural Network (RNN)
Reference 4
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e0175730-93f6-4c0f-859d-e8e86f691e26 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Chronos: Learning the Language of Time Series
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 97945513-e9af-4b6d-b9db-6f9f715f4e7c · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Claude 3.7 sonnet
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6c3a9485-3551-41ac-84f3-f2d90e4b8230 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Doc- former: End-to-end transformer for document understanding
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 274dc4db-8ba5-48b4-b04f-993fa51c6103 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Program Synthesis with Large Language Models
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5a96ee75-dab2-4429-b5ee-62bd099c9798 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Covertype
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e157314-558a-42d1-bb28-7f7817dcca8d · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation MLE-bench: Evaluating Machine Learning Agents on Machine Learning Engineering
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73bfde2c-c49a-4645-b8e1-c3522d5b9a60 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Evaluating Large Language Models Trained on Code
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 934b53e8-cb05-4c15-a8e2-ce22e8bdbe1a · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Towards learning universal hyperparameter optimizers with transformers
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0904dd5a-52bc-4317-b596-0daaf712871e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation SELA: Tree-Search Enhanced LLM Agents for Automated Machine Learning
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9212c0c8-b487-498e-a622-f15a24155748 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3ef574e8-9c54-4643-9038-307d0dd1c39a · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning, 2025
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 130fca63-b5ce-4b7b-b5ba-ae866d8f8553 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation CLIMATE-FEVER: A Dataset for Verification of Real-World Climate Claims
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 125af14b-0e74-4170-95bb-5af1eef3b75b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Neural architecture search: A survey
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5d8f317d-feb9-4ea6-9870-27a36253f86c · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c62ddac2-a65b-41ea-b728-f441ea57cc1a · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Auto-sklearn 2.0: Hands-free automl via meta-learning
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fa4b88a3-b719-49f8-961b-c9994d66b149 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Efficient and robust automated machine learning
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e02ec408-487f-413e-804a-838558f987e3 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation The Llama 3 Herd of Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4d39737c-d91d-4382-8243-49fe747b450b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Large language models orchestrating structured reasoning achieve kaggle grandmaster level
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ff04700-927e-4eac-84db-7e37d9b2c581 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6ea9b01b-1b62-4199-93c1-46cc14192d2d · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Analysis of the automl challenge series
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 98807b0f-a728-4bb4-86be-6d5b3dd24d58 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Toolkengpt: Augmenting frozen language models with massive tools via tool embeddings
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77a7ce78-a725-4537-80a9-487e7227abf1 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Evaluation of deep convolutional nets for document image classification and retrieval
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e6c7a0c6-65f8-4ba1-86da-309fd3facfde · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Automl: A survey of the state-of-the-art.Knowledge- based systems, 212:106622, 2021
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7ee23481-a0c0-4c4f-96c7-c8d224d23224 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Caafe: Combining large language models with tabular predictors for semi-automated data science
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6592bae-cdf8-423c-8135-4dab748311f7 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Data Interpreter: An LLM Agent For Data Science
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 896379dd-cb74-4897-9137-c898758143e5 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Large language models for software engineering: A systematic literature review
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ab0ad9a5-5683-426a-b343-92dc66010113 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Tool Documentation Enables Zero-Shot Tool-Usage with Large Language Models
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 33a3b63b-61a8-4645-be24-bb57c4251e68 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3db0970-ded7-4082-a938-39a1c71e2068 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Global flood depth-damage functions: Methodology and the database with guidelines
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3624ab1d-c125-4598-b926-a9fe0cd57a0f · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation LLM Performance Predictors are good initializers for Architecture Search
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4c699d00-08d0-4977-a04d-90f27b8722fe · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation A Survey on Large Language Models for Code Generation
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 67d639be-d5e0-4bbc-bea3-f0da0bbdf474 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Self-planning code generation with large language models
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3cba2449-3b07-46d5-ad13-5c461e03cd93 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AIDE: AI-Driven Exploration in the Space of Code
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ebbb4964-c92f-434f-86c6-0db0e122ca39 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Autokeras: An automl library for deep learning
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3f92207-6c73-41f7-bbd7-2eef697506e7 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AutoML Benchmark with shorter time constraints and early stopping
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation ad8ba3c6-040c-482e-b0b2-119f6a90ad43 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation The hateful memes challenge: Detecting hate speech in multimodal memes, 2021
Reference 41
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 73cefd9f-9551-4858-8b01-9846a2a8c786 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Anabranch network for camouflaged object segmentation
Reference 42
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 47b3a207-ba64-456b-b57d-d6c6fe773217 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation StarCoder: may the source be with you!
Reference 43
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f20935b-ff63-4093-bff5-3b13eac8a83d · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Competition-level code generation with alphacode
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dfcc0a1-aafd-447b-9ef6-6d7de6fba2aa · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AutoKaggle: A Multi-Agent Framework for Autonomous Data Science Competitions
Reference 45
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03e2ea4d-556a-45ca-ad94-12fd3e5352bf · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation I-mcts: Enhancing agentic automl via introspective monte carlo tree search
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8861bc6a-257e-4371-8111-eae0b149244e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Large Language Model Agent for Hyper-Parameter Optimization
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9404fbc1-054e-47c1-bdb6-5b8780259abc · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning
Reference 48
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b8d41984-ac85-4a72-a9bd-980f303a667e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Chameleon: Plug-and-play compositional reasoning with large language models
Reference 49
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7e979e86-430b-4746-a669-b9aa9e96b37e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Memotion 3: Dataset on sentiment and emotion analysis of codemixed hindi-english memes, 2023
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation be352a10-d6e7-4fbe-a29f-930f7e1b1121 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation University of Toronto (Canada), 2013
Reference 51
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3a6f1652-6686-428a-9863-2525624f7d9b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation MTEB: Massive Text Embedding Benchmark
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e84ca0c-b83c-4688-bda0-150a6f513f50 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Automated data processing and feature engineering for deep learning and big data applications: a survey
Reference 53
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f070684d-9807-4e40-b77d-9a3d960fcdb2 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 54
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6a9ed6d0-5064-47a0-97a2-3e5859a6c2aa · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Llmatic: neural architecture search via large language models and quality diversity optimization
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6b5325d8-6d9a-4da5-90ca-de0c63857aa7 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Introducing gpt-4.1 in the api, April 2025
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0b06d92b-95f7-46c2-9b0f-42e49a487079 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Openai codex cli: Lightweight coding agent that runs in your terminal
Reference 57
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64f0c689-5b90-4722-b802-c832be5b22ff · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Openai o3 and o4-mini system card, April 2025
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8dfedf29-63eb-4908-ac5f-0400194ce343 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Openai o3-mini
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation edc23ee0-9e11-4563-8f23-e5bf2b563090 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation ToolLLM: Facilitating Large Language Models to Master 16000+ Real-world APIs
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5958fbca-d06c-423d-a7e0-b94a171fb45b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation TabRepo: A Large Scale Repository of Tabular Model Evaluations and its AutoML Applications
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fe91d712-2aac-445a-ab88-e297456cd5f5 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation One million posts: A data set of german online discussions
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db62f9ec-c906-4644-a48e-72371ca15633 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Toolformer: Language models can teach themselves to use tools
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dcd0e0d1-ac66-4a35-9a1e-ce02c1fc55aa · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation A corpus for multilingual document classification in eight languages
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f4d243f7-ffd8-457b-ba12-41021fde21c1 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Autogluon–timeseries: Automl for probabilistic time series forecasting
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 309637c8-904b-4c14-bfc7-37816dc4f47e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Hugginggpt: Solving ai tasks with chatgpt and its friends in hugging face
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2ea271a-5f84-42bc-8a4c-48f1fb2f2bc0 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AutoGluon-Multimodal (AutoMM): Supercharging Multimodal AutoML with Foundation Models
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 58deb354-60a3-4bac-b3ad-8e0da85b5219 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation BEIR: A heterogeneous benchmark for zero-shot evaluation of information retrieval models
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b2a98436-fb6c-430c-8352-5fd03acc7078 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation FEVER: a large-scale dataset for Fact Extraction and VERification
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0be14125-a3e0-4dac-8c26-21e7e8e5c690 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation AutoML-Agent: A Multi-Agent LLM Framework for Full-Pipeline AutoML
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b95d7191-bd04-450e-b225-8f348c7dde6c · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation The ham10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0c376685-1b41-4191-8874-92073f790d4e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Openhands: An open platform for ai software developers as generalist agents
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 57b78269-1397-49cc-8174-902ee5645fc5 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Large Language Models are Better Reasoners with Self-Verification
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0a885f0d-04f1-483f-96ce-0e67d1180372 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation C-pack: Packaged resources to advance general chinese embedding, 2023
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f63fed9-8b09-47b6-baee-c7cd0418246b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation On hyperparameter optimization of machine learning algorithms: Theory and practice
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2101024f-153c-423b-8afd-150c935d05f1 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1382ebd0-07a4-4194-a0a0-dab89fbeb6ea · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Multimodal price prediction
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bae3cfb-d21a-434b-876a-5d6e4baf2347 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Large Language Models as Data Preprocessors
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3e9b4dcf-49b7-490c-992b-29552b778869 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Using Large Language Models for Hyperparameter Optimization
Reference 79
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8353f915-b9a7-4af3-891b-603f6a83ce93 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Retrieve anything to augment large language models, 2023
Reference 80
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29eb6ed0-7c82-4ad9-baf0-9b39074f8e0f · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Planning with Large Language Models for Code Generation
Reference 81
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8a6d12dc-c7a6-412b-9e42-081bee63ffbc · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Openfe: Automated feature generation with expert-level performance
Reference 82
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 630b1520-9832-440f-93a1-655f8ee0e070 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Lifelong learning of large language model based agents: A roadmap
Reference 83
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6dcf13ef-4411-413d-81df-3189ce6217bb · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Convolution Meets LoRA: Parameter Efficient Finetuning for Segment Anything Model
Reference 84
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a79a4b3a-dee2-4a17-a8c0-0806a2e91fe9 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation import os)
Reference 85
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 147f99ec-0c17-4c30-86ed-c6218fe77de7 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 86
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 135dcb30-17e8-4df5-aea6-7138b46929b5 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation - Count total rows and provide basic statistics
Reference 87
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eee8c36c-d00f-40d1-b1a4-5a303d4cd635 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 88
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b3246bed-8db0-449d-a1d8-2f16bf1e0a21 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation 6. For other files, provide appropriate summary
Reference 89
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 518a6c37-2697-403d-b20e-6e351296d0c8 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation "" Generated Code Example: import pandas as pd import os # Get absolute path and file size file_path =
Reference 90
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 494ea061-0ec7-41a2-be19-cf184cc1f86a · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 91
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 40afd890-7134-4ebe-aecb-04f6670dfff9 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8fa62fd1-7677-4d9e-a27a-8a1cf04c667e · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation This is a continuation of the previous chunk
Reference 93
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation e67b6b39-70c4-49d8-9e9a-aa6976a36435 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 94
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 975edf04-c769-4662-9538-041429ffc961 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 95
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 47773dd9-3c10-4d61-9a5a-0774985e66c2 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 96
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation aa734216-5ac7-4b73-acb3-79fb5b08bacd · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Summary:
Reference 97
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9249eda8-1958-4192-b441-7fc97b54f7b1 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 98
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation f9692183-3684-4260-a9c2-3083b636bd7b · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Unresolved cited work
Reference 99
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation a766bbd5-1576-4161-8204-15532e93ef60 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation Summary:
Reference 100
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 8949a753-e45d-4e36-bce1-26f5208b65e4 · outbound
MLZero: A Multi-Agent System for End-to-end Machine Learning Automation - Remove the unneccesary index column (if applicable)
Reference 101
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 94944e49-271f-4d95-bf27-d11cf462d1ab · inbound
Vibe Coding vs. Agentic Coding: Fundamentals and Practical Implications of Agentic AI MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 96
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4f36a565-35f1-4b2c-b83a-fe0cb8a87127 · inbound
Talking Trees: Reasoning-Assisted Induction of Decision Trees for Tabular Data MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 06f2b93d-0937-4a4a-9412-a55b5b24f158 · inbound
iML: Executable, Problem-Grounded, and Broadly Exploratory Code-Driven AutoML MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c1b0146c-41ba-4ffc-b07d-83e9b14762c0 · inbound
AgentGA: Evolving Code Solutions in Agent-Seed Space MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 22a3c8af-78ee-444e-8090-c5c254a97dbb · inbound
AgentGA: Evolving Code Solutions in Agent-Seed Space MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 3
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 6ba83882-6130-451b-956a-4dc2a37f937f · inbound
DataMaster: Data-Centric Autonomous AI Research MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 52f84ab3-13bb-4f94-b5b6-1412e86e0e70 · inbound
DataMaster: Data-Centric Autonomous AI Research MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 12
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 68d9ebc9-c333-422f-9276-5f7102ba9f2e · inbound
MLEvolve: A Self-Evolving Framework for Automated Machine Learning Algorithm Discovery MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.
Observation 9043af6a-881e-4ff4-b319-2427ec7f6644 · inbound
Matryoshka Agent: Unfolding Sub-Agents for Long-Horizon Machine Learning Engineering MLZero: A Multi-Agent System for End-to-end Machine Learning Automation
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.