大模型推理能力

Risks of Cultural Erasure in Large Language Models

Rida Qadri, Aida M. Davani, Kevin Robinson, Vinodkumar Prabhakaran

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

Yuchen Fang, Yuxuan Liang, Bo Hui, Zezhi Shao, Liwei Deng, Xu Liu, Xinke Jiang, Kai Zheng

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted by SIGKDD 2025

A Survey on Large Language Models for Communication, Network, and Service Management: Application Insights, Challenges, and Future Directions

Gordon Owusu Boateng, Hani Sami, Ahmed Alagha, Hanae Elmekki, Ahmad Hammoud, Rabeb Mizouni, Azzam Mourad, Hadi Otrok, Jamal Bentahar, Sami Muhaidat, Chamseddine Talhi, Zbigniew Dziong, Mohsen Guizani

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

GenPlan: Generative Sequence Models as Adaptive Planners

Akash Karthikeyan, Yash Vardhan Pant

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Accepted in AAAI 2025. Project page: https://aku02.github.io/projects/genplan/

PC Agent: While You Sleep, AI Works -- A Cognitive Journey into Digital World

Yanheng He, Jiahe Jin, Shijie Xia, Jiadi Su, Runze Fan, Haoyang Zou, Xiangkun Hu, Pengfei Liu

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

MineAgent: Towards Remote-Sensing Mineral Exploration with Multimodal Large Language Models

Beibei Yu, Tao Shen, Hongbin Na, Ling Chen, Denqi Li

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Humanlike Cognitive Patterns as Emergent Phenomena in Large Language Models

Zhisheng Tang, Mayank Kejriwal

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

A Universal Model for Human Mobility Prediction

Qingyue Long, Yuan Yuan, Yong Li

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

OG-RAG: Ontology-Grounded Retrieval-Augmented Generation For Large Language Models

Kartik Sharma, Peeyush Kumar, Yunqing Li

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Scaling of Search and Learning: A Roadmap to Reproduce o1 from Reinforcement Learning Perspective

Zhiyuan Zeng, Qinyuan Cheng, Zhangyue Yin, Bo Wang, Shimin Li, Yunhua Zhou, Qipeng Guo, Xuanjing Huang, Xipeng Qiu

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

Artificial Intelligence in Industry 4.0: A Review of Integration Challenges for Industrial Systems

Alexander Windmann, Philipp Wittenberg, Marvin Schieseck, Oliver Niggemann

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 4 figures, 1 table

Journal ref 2024 IEEE 22nd International Conference on Industrial Informatics (INDIN)

Political Actor Agent: Simulating Legislative System for Roll Call Votes Prediction with Large Language Models

Hao Li, Ruoyuan Gong, Hao Jiang

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at AAAI 2025

Doe-1: Closed-Loop Autonomous Driving with Large World Model

Wenzhao Zheng, Zetian Xia, Yuanhui Huang, Sicheng Zuo, Jie Zhou, Jiwen Lu

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Code is available at: https://github.com/wzzheng/Doe

In-Context Learning with Topological Information for Knowledge Graph Completion

Udari Madhushani Sehwag, Kassiani Papasotiriou, Jared Vann, Sumitra Ganesh

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Journal ref Proceedings of the ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling

GPD-1: Generative Pre-training for Driving

Zixun Xie, Sicheng Zuo, Wenzhao Zheng, Yunpeng Zhang, Dalong Du, Jie Zhou, Jiwen Lu, Shanghang Zhang

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Code is available at: https://github.com/wzzheng/GPD

Strategizing Equitable Transit Evacuations: A Data-Driven Reinforcement Learning Approach

Fang Tang, Han Wang, Maria Laura Delle Monache

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments 17 pages, 9 figures

CBEval: A framework for evaluating and interpreting cognitive biases in LLMs

Ammar Shaikh, Raj Abhijit Dandekar, Sreedath Panat, Rajat Dandekar

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

ScribeAgent: Towards Specialized Web Agents Using Production-Scale Workflow Data

Junhong Shen, Atishay Jain, Zedian Xiao, Ishan Amlekar, Mouad Hadji, Aaron Podolny, Ameet Talwalkar

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

SAUP: Situation Awareness Uncertainty Propagation on LLM Agent

Qiwei Zhao, Xujiang Zhao, Yanchi Liu, Wei Cheng, Yiyou Sun, Mika Oishi, Takao Osaki, Katsushi Matsuda, Huaxiu Yao, Haifeng Chen

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.LG

A Survey on Human-Centric LLMs

Jing Yi Wang, Nicholas Sukiennik, Tong Li, Weikang Su, Qianyue Hao, Jingbo Xu, Zihan Huang, Fengli Xu, Yong Li

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Adaptformer: Sequence models as adaptive iterative planners

Akash Karthikeyan, Yash Vardhan Pant

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Project page: https://aku02.github.io/projects/adaptformer

MLLM-Search: A Zero-Shot Approach to Finding People using Multimodal Large Language Models

Angus Fung, Aaron Hao Tan, Haitong Wang, Beno Benhabib, Goldie Nejat

专题命中 规划推理 ：chain-of-thought(abstract)；分类 cs.AI、cs.LG

PIANIST: Learning Partially Observable World Models with LLMs for Multi-Agent Decision Making

Jonathan Light, Sixue Xing, Yuanzhe Liu, Weiqin Chen, Min Cai, Xiusi Chen, Guanzhi Wang, Wei Cheng, Yisong Yue, Ziniu Hu

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Comments Published at Language Gamification Workshop 2024 @ NeurIPS

Towards Next-Generation Medical Agent: How o1 is Reshaping Decision-Making in Medical Scenarios

Shaochen Xu, Yifan Zhou, Zhengliang Liu, Zihao Wu, Tianyang Zhong, Huaqin Zhao, Yiwei Li, Hanqi Jiang, Yi Pan, Junhao Chen, Jin Lu, Wei Zhang, Tuo Zhang, Lu Zhang, Dajiang Zhu, Xiang Li, Wei Liu, Quanzheng Li, Andrea Sikora, Xiaoming Zhai, Zhen Xiang, Tianming Liu

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Exploring Large Language Models for Climate Forecasting

Yang Wang, Hassan A. Karimi

专题命中 规划推理 ：planning(abstract)；分类 cs.AI、cs.LG

Probing the Capacity of Language Model Agents to Operationalize Disparate Experiential Context Despite Distraction

Sonny George, Chris Sypherd, Dylan Cashman

专题命中 规划推理 ：chain-of-thought(abstract)；分类 cs.CL、cs.AI

Journal ref Findings Assoc. Comput. Linguistics: EMNLP 2024 15447-15459 (2024)

The Dawn of GUI Agent: A Preliminary Case Study with Claude 3.5 Computer Use

Siyuan Hu, Mingyu Ouyang, Difei Gao, Mike Zheng Shou

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Comments 40 pages, 21 figures, preprint

GPTree: Towards Explainable Decision-Making via LLM-powered Decision Trees

Sichao Xiong, Yigit Ihlamur, Fuat Alican, Aaron Ontoyin Yin

专题命中 规划推理 ：reasoning(abstract)；分类 cs.AI、cs.LG

AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant

Yujia Zhou, Zheng Liu, Zhicheng Dou

专题命中 规划推理 ：reasoning(abstract)；分类 cs.CL、cs.AI

Comments Accepted by NeurIPS 2024 (poster)

AutoManual: Constructing Instruction Manuals by LLM Agents via Interactive Environmental Learning

Minghao Chen, Yihang Li, Yanting Yang, Shiyu Yu, Binbin Lin, Xiaofei He

专题命中 规划推理 ：planning(abstract)；分类 cs.CL、cs.AI

Comments Accepted at NeurIPS 2024