大模型推理能力

Towards Reasoning in Large Language Models: A Survey

Jie Huang, Kevin Chen-Chuan Chang

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

Comments ACL 2023 Findings, 15 pages

Sequence-Based Plan Feasibility Prediction for Efficient Task and Motion Planning

Zhutian Yang, Caelan Reed Garrett, Tomás Lozano-Pérez, Leslie Kaelbling, Dieter Fox

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

Journal ref Robotics: Science and Systems (RSS) 2023

Dialogue Planning via Brownian Bridge Stochastic Process for Goal-directed Proactive Dialogue

Jian Wang, Dongding Lin, Wenjie Li

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

Comments Accepted to Findings of ACL-2023

Think Before You Act: Unified Policy for Interleaving Language Reasoning with Actions

Lina Mezghani, Piotr Bojanowski, Karteek Alahari, Sainbayar Sukhbaatar

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

Journal ref Reincarnating Reinforcement Learning Workshop at ICLR 2023

A Maintenance Planning Framework using Online and Offline Deep Reinforcement Learning

Zaharah A. Bukhsh, Nils Jansen, Hajo Molegraaf

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

Comments Published Neural Comput & Applic (2023), 12 pages, 8 Figure

Integrating AI Planning with Natural Language Processing: A Combination of Explicit and Tacit Knowledge

Kebing Jin, Hankz Hankui Zhuo

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

Safe MDP Planning by Learning Temporal Patterns of Undesirable Trajectories and Averting Negative Side Effects

Siow Meng Low, Akshat Kumar, Scott Sanner

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

Core Challenges in Embodied Vision-Language Planning

Jonathan Francis, Nariaki Kitamura, Felix Labelle, Xiaopeng Lu, Ingrid Navarro, Jean Oh

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

Comments Extended Abstract accepted to the 32nd International Joint Conference on Artificial Intelligence (IJCAI 2023); special journal track for authors of published JAIR 2022 and AIJ 2022 papers. 6 pages, 2 figures. arXiv admin note: substantial text overlap with arXiv:2106.13948

Goal Agnostic Planning using Maximum Likelihood Paths in Hypergraph World Models

Christopher Robinson

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

Comments 58 pages, 27 figures, comments

Journal ref Advances in Artificial Intelligence and Machine Learning, 2023, Research 3 (1) 778-815

Planning with Sequence Models through Iterative Energy Minimization

Hongyi Chen, Yilun Du, Yiye Chen, Joshua Tenenbaum, Patricio A. Vela

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

Comments Accepted by ICLR2023. Project page: https://hychen-naza.github.io/projects/LEAP/index.html

Planning Goals for Exploration

Edward S. Hu, Richard Chang, Oleh Rybkin, Dinesh Jayaraman

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

Comments Camera Ready version for ICLR2023 Spotlight

Imitating Graph-Based Planning with Goal-Conditioned Policies

Junsu Kim, Younggyo Seo, Sungsoo Ahn, Kyunghwan Son, Jinwoo Shin

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

Comments Accepted to ICLR 2023

Real-time scheduling of renewable power systems through planning-based reinforcement learning

Shaohuai Liu, Jinbo Liu, Weirui Ye, Nan Yang, Guanglun Zhang, Haiwang Zhong, Chongqing Kang, Qirong Jiang, Xuri Song, Fangchun Di, Yang Gao

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

Comments 12 pages, 7 figures

A Pilot Evaluation of ChatGPT and DALL-E 2 on Decision Making and Spatial Reasoning

Zhisheng Tang, Mayank Kejriwal

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

Reinforcement Learning Based Power Grid Day-Ahead Planning and AI-Assisted Control

Anton R. Fuxjäger, Kristian Kozak, Matthias Dorfer, Patrick M. Blies, Marcel Wasserer

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

Efficient Planning in Combinatorial Action Spaces with Applications to Cooperative Multi-Agent Reinforcement Learning

Volodymyr Tkachuk, Seyed Alireza Bakhtiari, Johannes Kirschner, Matej Jusup, Ilija Bogunovic, Csaba Szepesvári

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

Accelerating Multi-Agent Planning Using Graph Transformers with Bounded Suboptimality

Chenning Yu, Qingbiao Li, Sicun Gao, Amanda Prorok

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

Comments Accepted by ICRA 2023

Neural Story Planning

Anbang Ye, Christopher Cui, Taiwei Shi, Mark O. Riedl

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

Wall Street Tree Search: Risk-Aware Planning for Offline Reinforcement Learning

Dan Elbaz, Gal Novik, Oren Salzman

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

Comments Accepted to Foundation Models for Decision Making (FMDM) Workshop at 36th Conference on Neural Information Processing Systems (NeurIPS)

D-Point Trigonometric Path Planning based on Q-Learning in Uncertain Environments

Ehsan Jeihaninejad, Azam Rabiee

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

Multi-step Planning for Automated Hyperparameter Optimization with OptFormer

Lucio M. Dery, Abram L. Friesen, Nando De Freitas, Marc'Aurelio Ranzato, Yutian Chen

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

Comments 8 pages, 7 figures

Empowering Language Models with Knowledge Graph Reasoning for Question Answering

Ziniu Hu, Yichong Xu, Wenhao Yu, Shuohang Wang, Ziyi Yang, Chenguang Zhu, Kai-Wei Chang, Yizhou Sun

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

Comments Published on EMNLP 2022

Planning Assembly Sequence with Graph Transformer

Lin Ma, Jiangtao Gong, Hao Xu, Hao Chen, Hao Zhao, Wenbing Huang, Guyue Zhou

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

Comments Submitted to ICRA2023

Policy Gradient With Serial Markov Chain Reasoning

Edoardo Cetin, Oya Celiktutan

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

Comments NeurIPS 2022

Mastering the Game of No-Press Diplomacy via Human-Regularized Reinforcement Learning and Planning

Anton Bakhtin, David J Wu, Adam Lerer, Jonathan Gray, Athul Paul Jacob, Gabriele Farina, Alexander H Miller, Noam Brown

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

1st ICLR International Workshop on Privacy, Accountability, Interpretability, Robustness, Reasoning on Structured Data (PAIR^2Struct)

Hao Wang, Wanyu Lin, Hao He, Di Wang, Chengzhi Mao, Muhan Zhang

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

Performance, Opaqueness, Consequences, and Assumptions: Simple questions for responsible planning of machine learning solutions

Przemyslaw Biecek

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

UMBRELLA: Uncertainty-Aware Model-Based Offline Reinforcement Learning Leveraging Planning

Christopher Diehl, Timo Sievernich, Martin Krüger, Frank Hoffmann, Torsten Bertram

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

Comments Best Paper Award @ Advances in Neural Information Processing Systems - Machine Learning for Autonomous Driving Workshop (NeurIPS 2021 ML4AD)

ScePT: Scene-consistent, Policy-based Trajectory Predictions for Planning

Yuxiao Chen, Boris Ivanovic, Marco Pavone

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

A Survey on Uncertainty Reasoning and Quantification for Decision Making: Belief Theory Meets Deep Learning

Zhen Guo, Zelin Wan, Qisheng Zhang, Xujiang Zhao, Feng Chen, Jin-Hee Cho, Qi Zhang, Lance M. Kaplan, Dong H. Jeong, Audun Jøsang

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

Comments First four authors contributed equally