大模型推理能力

Search-Based LLMs for Code Optimization

Shuzheng Gao, Cuiyun Gao, Wenchao Gu, Michael Lyu

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

Comments Accepted by 2025 IEEE/ACM 47th International Conference on Software Engineering (ICSE'25)

Online Electric Vehicle Charging Detection Based on Memory-based Transformer using Smart Meter Data

Ammar Mansoor Kamoona, Hui Song, Mahdi Jalili, Hao Wang, Reza Razzaghi, Xinghuo Yu

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

Bayesian Optimization with LLM-Based Acquisition Functions for Natural Language Preference Elicitation

David Eric Austin, Anton Korikov, Armin Toroghi, Scott Sanner

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

Maximally Permissive Reward Machines

Giovanni Varricchione, Natasha Alechina, Mehdi Dastani, Brian Logan

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

Comments Paper accepted for publication at the European Conference on Artificial Intelligence (ECAI) 2024

End-to-end Autonomous Driving: Challenges and Frontiers

Li Chen, Penghao Wu, Kashyap Chitta, Bernhard Jaeger, Andreas Geiger, Hongyang Li

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

Comments Accepted by IEEE TPAMI

Asteroid: Resource-Efficient Hybrid Pipeline Parallelism for Collaborative DNN Training on Heterogeneous Edge Devices

Shengyuan Ye, Liekang Zeng, Xiaowen Chu, Guoliang Xing, Xu Chen

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

Comments Accepted by The 30th Annual International Conference on Mobile Computing and Networking (MobiCom'24)

Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models

Sara AlMahri, Liming Xu, Alexandra Brintrup

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

Attention Please: What Transformer Models Really Learn for Process Prediction

Martin Käppel, Lars Ackermann, Stefan Jablonski, Simon Härtl

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

Deep Learning for Cross-Domain Data Fusion in Urban Computing: Taxonomy, Advances, and Outlook

Xingchen Zou, Yibo Yan, Xixuan Hao, Yuehong Hu, Haomin Wen, Erdong Liu, Junbo Zhang, Yong Li, Tianrui Li, Yu Zheng, Yuxuan Liang

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

Journal ref Inform.Fusion.113(2025)102606

Empowering Large Language Model Agents through Action Learning

Haiteng Zhao, Chang Ma, Guoyin Wang, Jing Su, Lingpeng Kong, Jingjing Xu, Zhi-Hong Deng, Hongxia Yang

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

Comments 9 pages

SAFE-SIM: Safety-Critical Closed-Loop Traffic Simulation with Diffusion-Controllable Adversaries

Wei-Jer Chang, Francesco Pittaluga, Masayoshi Tomizuka, Wei Zhan, Manmohan Chandraker

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

Comments Accepted by ECCV2024; Project website: https://safe-sim.github.io/

Evaluating and Enhancing LLMs Agent based on Theory of Mind in Guandan: A Multi-Player Cooperative Game under Imperfect Information

Yauwai Yim, Chunkit Chan, Tianyu Shi, Zheye Deng, Wei Fan, Tianshi Zheng, Yangqiu Song

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

Defining and Evaluating Decision and Composite Risk in Language Models Applied to Natural Language Inference

Ke Shen, Mayank Kejriwal

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

Comments arXiv admin note: text overlap with arXiv:2310.03283

Empowering Private Tutoring by Chaining Large Language Models

Yulin Chen, Ning Ding, Hai-Tao Zheng, Zhiyuan Liu, Maosong Sun, Bowen Zhou

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

Learning to Plan for Language Modeling from Unlabeled Data

Nathan Cornille, Marie-Francine Moens, Florian Mai

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

Comments Published at COLM 2024

Diversifying AI: Towards Creative Chess with AlphaZero

Tom Zahavy, Vivek Veeriah, Shaobo Hou, Kevin Waugh, Matthew Lai, Edouard Leurent, Nenad Tomasev, Lisa Schut, Demis Hassabis, Satinder Singh

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

ODGR: Online Dynamic Goal Recognition

Matan Shamir, Osher Elhadad, Matthew E. Taylor, Reuth Mirsky

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

Comments 8 pages, 1 figure, RLC workshop, WAHT workshop

Satisficing Exploration for Deep Reinforcement Learning

Dilip Arumugam, Saurabh Kumar, Ramki Gummadi, Benjamin Van Roy

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

Comments Accepted to the Finding the Frame Workshop at RLC 2024

FUTURE-AI: Guiding Principles and Consensus Recommendations for Trustworthy Artificial Intelligence in Medical Imaging

Karim Lekadir, Richard Osuala, Catherine Gallin, Noussair Lazrak, Kaisar Kushibar, Gianna Tsakou, Susanna Aussó, Leonor Cerdá Alberich, Kostas Marias, Manolis Tsiknakis, Sara Colantonio, Nickolas Papanikolaou, Zohaib Salahuddin, Henry C Woodruff, Philippe Lambin, Luis Martí-Bonmatí

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

Comments Please refer to arXiv:2309.12325 for the latest FUTURE-AI framework for healthcare

Accelerating the inference of string generation-based chemical reaction models for industrial applications

Mikhail Andronov, Natalia Andronova, Michael Wand, Jürgen Schmidhuber, Djork-Arné Clevert

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

Comments 8 pages, 3 figures

Making New Connections: LLMs as Puzzle Generators for The New York Times' Connections Word Game

Tim Merino, Sam Earle, Ryan Sudhakaran, Shyam Sudhakaran, Julian Togelius

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

SLEDGE: Synthesizing Driving Environments with Generative Models and Rule-Based Traffic

Kashyap Chitta, Daniel Dauner, Andreas Geiger

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

Comments ECCV 2024

CHILLI: A data context-aware perturbation method for XAI

Saif Anwar, Nathan Griffiths, Abhir Bhalerao, Thomas Popham

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

Automating Venture Capital: Founder assessment using LLM-powered segmentation, feature engineering and automated labeling techniques

Ekin Ozince, Yiğit Ihlamur

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

Comments For the relevant code, see https://github.com/velapartners/moneyball-LLM-based-founder-features.git

Contractual Reinforcement Learning: Pulling Arms with Invisible Hands

Jibang Wu, Siyu Chen, Mengdi Wang, Huazheng Wang, Haifeng Xu

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

MIRAI: Evaluating LLM Agents for Event Forecasting

Chenchen Ye, Ziniu Hu, Yihe Deng, Zijie Huang, Mingyu Derek Ma, Yanqiao Zhu, Wei Wang

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

Comments 66 pages, 8 figures, 6 tables; Website: https://mirai-llm.github.io/

TIC: Translate-Infer-Compile for accurate "text to plan" using LLMs and Logical Representations

Sudhir Agarwal, Anu Sreepathy

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

Comments 20 pages (7 main + 2 references + 11 appendix), 4 figures, 2 tables

Bounding-Box Inference for Error-Aware Model-Based Reinforcement Learning

Erin J. Talvitie, Zilei Shao, Huiying Li, Jinghan Hu, Jacob Boerma, Rory Zhao, Xintong Wang

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

Comments To appear: Reinforcement Learning Conference (RLC), 2024

Privacy Implications of Explainable AI in Data-Driven Systems

Fatima Ezzeddine

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

Large Language Model-driven Meta-structure Discovery in Heterogeneous Information Network

Lin Chen, Fengli Xu, Nian Li, Zhenyu Han, Meng Wang, Yong Li, Pan Hui

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