Applied LLMs & Agents - Resumen periódico de investigación

A Cross-Domain Evaluation of Prompting Techniques for Large Language Models

Kevin Krazius, Tim Schlippe, Paul Libbrecht

Fuente: arxiv

Explore or Confirm? LLM Agents Misallocate Measurements Under Noise

Abdul Karim, Matt Keon

Fuente: arxiv

CorrectRTL: Boost RTL Generation Quality Through Automated Self-Correction with Instruction Decomposition

Jing Wang, Shang Liu, Hangan Zhou, Wenji Fang, Yuchao Wu, Yugao Zhu, Zhiyao Xie

Fuente: arxiv

Arctic-SWE: Revisiting the Long Horizon Agent Training by Modeling-System Co-Design

Boyi Liu, Yite Wang, Xinyu Lian, Fan Shu, Sida Li, Feng Yan, Mingjia Zhang, Yuxiong He, Zhewei Yao

Fuente: arxiv

Learning Which Device to Call: Online Tool Grounding for LLM Agents in IoT

Yichen Liu, Xiaochong Jiang, Haoran Yu, Lifei Liu

Fuente: arxiv

One Skill Takes Over: Clashing Agent Skills and a One-File Fix

Parsa Razmara, Seyedarmin Azizi, Ardalan Aryashad

Fuente: arxiv

Where Natural Language Ends in Agents: Executable Skill Composition with MetaSkill

Meng Shu, Wei He, Hang Zhou, Runke Liu, Kai Han, Yunhe Wang

Fuente: arxiv

HybridResearcher: Bridging the Structured-Unstructured Boundary for Deep Research Agents

Soyoung Yoon, Peiran Xu, Han Wang, Ruofan Wu, Xiaodong Yu, Feng Yan, Mohit Bansal, Debiao Li, Seung-Won Hwang, Yuxiong He, Zhewei Yao

Fuente: arxiv

CoworkEnv: Synthesizing Training Environments for Long-Horizon Cowork Agents

Zhongwei Xie, Yiming Du, Jiaxin Bai, Baixuan Xu, Chunyang Li, Xiyu Ren, Wei Fan, Tianshi Zheng, Weizhi Du, Jingqiao Yu, Xingsu Li, Zhaowei Wang, Yangqiu Song

Fuente: arxiv

DAGLoop: Aligning Method Design with Experimental Feedback in Automated AI Research

Dengyuxing Wang, Yonggang Zhang, Qianshu Cai, Huajiang Zheng, Jun Song, Yangqiu Song, Yike Guo

Fuente: arxiv

MemDerive: A Diagnostic Benchmark for Agent Memory over Evolving Data

Sen Gao, Yongan Li, Han Chen, Bingsheng He, Ming Wu, Jason Zeng, Michael Heinrich, Shixuan Sun

Fuente: arxiv

Memory, Know Your PLACE: Governing Lifecycle State and Query-Time Eligibility in Persistent-Memory Agents

Chen-Fang Hu, Hong-Han Shuai, Woan-Shiuan Chien

Fuente: arxiv

Reranking Answers of Large Language Models with Knowledge Graphs

Mikhail Salnikov, Hai Le, Olga Tsymboi, Ivan Lazichny, Dmitrii Iarosh, Egor Cheremiskin, Andrey Savchenko, Dmitry Simakov, Alexander Panchenko

Fuente: arxiv

LLM Agents as Suppliers of Physical System Models: Calibration and Acceptance in Modelica

Jörg Frochte, Herbert Schmidt

Fuente: arxiv Lectura imprescindible

Towards Human-AI Complementarity for AI Safety

Sander Lanbo Shi, Miranda Anna Christ, Eric Modesitt, Andrew Louis, Konrad Cheng, Brandon Thai Tran, Sewoong Lee, Ratnakar Pawar, Gaia Molinaro, Juliana Bain, Nandika Donthi, Maja Pavlovic, Annya Dahmani, Francesca Bianco, Abhishek Shah, Tyler Crosse, Arth Singh, Karissa Huang, Sukanya Krishna, Konstantinos Voudouris, David Demitri Africa, Joshua Jacob, Rishub Jain

Fuente: arxiv Lectura imprescindible

Bridging Concepts: Multi-Agent Reasoning over Scientific Concept Graphs for High-Impact Research Prediction

Donggyu Yoon, Minsung Hwang, Juneha Baek, Donghyuk Shin, Joyce Jiyoung Whang

Fuente: arxiv Lectura imprescindible

TrustAgent-RFF: Agentic Diagnostic Planning for Reliable RF Fingerprinting under Domain Shift

Chuan Liu, Tianya Zhao, Xuyu Wang

Fuente: arxiv Lectura imprescindible