Imagen de Portada

DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning

Fuente: arXiv

Guardado en:

Detalles Bibliográficos
Autores principales:	Guo, Siyuan, Deng, Cheng, Wen, Ying, Chen, Hechang, Chang, Yi, Wang, Jun
Formato:	Preprint
Publicado:	2024
Materias:	Machine Learning
Acceso en línea:	Acceder al recurso
Etiquetas:	Agregar Etiqueta Sin Etiquetas, Sea el primero en etiquetar este registro!

Ejemplares similares

CASCADE: Case-Based Continual Adaptation for Large Language Models During Deployment
por: Guo, Siyuan, et al.
Publicado: (2026)

Optimizing Case-Based Reasoning System for Functional Test Script Generation with Large Language Models
por: Guo, Siyuan, et al.
Publicado: (2025)

KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data Science
por: Helali, Mossad, et al.
Publicado: (2023)

Entropy-Regularized Token-Level Policy Optimization for Language Agent Reinforcement
por: Wen, Muning, et al.
Publicado: (2024)

AgentMath: Empowering Mathematical Reasoning for Large Language Models via Tool-Augmented Agent
por: Luo, Haipeng, et al.
Publicado: (2025)

Large Language Model-Empowered Interactive Load Forecasting
por: Zuo, Yu, et al.
Publicado: (2025)

A Simple Unified Uncertainty-Guided Framework for Offline-to-Online Reinforcement Learning
por: Guo, Siyuan, et al.
Publicado: (2023)

EvoEngineer: Mastering Automated CUDA Kernel Code Evolution with Large Language Models
por: Guo, Ping, et al.
Publicado: (2025)

Evolutionary Large Language Model for Automated Feature Transformation
por: Gong, Nanxu, et al.
Publicado: (2024)

Demonstration of DB-GPT: Next Generation Data Interaction System Empowered by Large Language Models
por: Xue, Siqiao, et al.
Publicado: (2024)

CLIMATEAGENT: Multi-Agent Orchestration for Complex Climate Data Science Workflows
por: Kim, Hyeonjae, et al.
Publicado: (2025)

A Multi-task Large Reasoning Model for Molecular Science
por: Liu, Pengfei, et al.
Publicado: (2026)

Large Language Model-Empowered Decision Transformer for UAV-Enabled Data Collection
por: Chen, Zhixion, et al.
Publicado: (2025)

FunReason: Enhancing Large Language Models' Function Calling via Self-Refinement Multiscale Loss and Automated Data Refinement
por: Hao, Bingguang, et al.
Publicado: (2025)

Decision Flow Policy Optimization
por: Hu, Jifeng, et al.
Publicado: (2025)

Estimating the Empowerment of Language Model Agents
por: Song, Jinyeop, et al.
Publicado: (2025)

A Survey of Research in Large Language Models for Electronic Design Automation
por: Pan, Jingyu, et al.
Publicado: (2025)

AtmosSci-Bench: Evaluating the Recent Advance of Large Language Model for Atmospheric Science
por: Li, Chenyue, et al.
Publicado: (2025)

ProDS: Preference-oriented Data Selection for Instruction Tuning
por: Guo, Wenya, et al.
Publicado: (2025)

Empowering Time Series Analysis with Large-Scale Multimodal Pretraining
por: Chen, Peng, et al.
Publicado: (2026)

LLM Empowered Prototype Learning for Zero and Few-Shot Tasks on Tabular Data
por: Wang, Peng, et al.
Publicado: (2025)

Learning on Graphs with Large Language Models(LLMs): A Deep Dive into Model Robustness
por: Guo, Kai, et al.
Publicado: (2024)

Logo-LLM: Local and Global Modeling with Large Language Models for Time Series Forecasting
por: Ou, Wenjie, et al.
Publicado: (2025)

EdgeMoE: Empowering Sparse Large Language Models on Mobile Devices
por: Yi, Rongjie, et al.
Publicado: (2023)

On the Emergence and Test-Time Use of Structural Information in Large Language Models
por: Chen, Michelle Chao, et al.
Publicado: (2026)

WirelessLLM: Empowering Large Language Models Towards Wireless Intelligence
por: Shao, Jiawei, et al.
Publicado: (2024)

Diversity-Aware Policy Optimization for Large Language Model Reasoning
por: Yao, Jian, et al.
Publicado: (2025)

REMA: A Unified Reasoning Manifold Framework for Interpreting Large Language Model
por: Li, Bo, et al.
Publicado: (2025)

Exploring the Hidden Reasoning Process of Large Language Models by Misleading Them
por: Chen, Guanyu, et al.
Publicado: (2025)

CataLM: Empowering Catalyst Design Through Large Language Models
por: Wang, Ludi, et al.
Publicado: (2024)

ClinicalAgent: Clinical Trial Multi-Agent System with Large Language Model-based Reasoning
por: Yue, Ling, et al.
Publicado: (2024)

Counterfactual Reasoning for Steerable Pluralistic Value Alignment of Large Language Models
por: Guo, Hanze, et al.
Publicado: (2025)

Reinforcing Language Agents via Policy Optimization with Action Decomposition
por: Wen, Muning, et al.
Publicado: (2024)

WizardMath: Empowering Mathematical Reasoning for Large Language Models via Reinforced Evol-Instruct
por: Luo, Haipeng, et al.
Publicado: (2023)

Towards Optimizing with Large Language Models
por: Guo, Pei-Fu, et al.
Publicado: (2023)

Let's Ask GNN: Empowering Large Language Model for Graph In-Context Learning
por: Hu, Zhengyu, et al.
Publicado: (2024)

Large Language Models as Analogical Reasoners
por: Yasunaga, Michihiro, et al.
Publicado: (2023)

SPIO: Ensemble and Selective Strategies via LLM-Based Multi-Agent Planning in Automated Data Science
por: Seo, Wonduk, et al.
Publicado: (2025)

BioMaze: Benchmarking and Enhancing Large Language Models for Biological Pathway Reasoning
por: Zhao, Haiteng, et al.
Publicado: (2025)

Automating Data Science Pipelines with Tensor Completion
por: Pakala, Shaan, et al.
Publicado: (2024)