大模型推理能力

Enhancing LLM Reasoning with Reward-guided Tree Search

Jinhao Jiang, Zhipeng Chen, Yingqian Min, Jie Chen, Xiaoxue Cheng, Jiapeng Wang, Yiru Tang, Haoxiang Sun, Jia Deng, Wayne Xin Zhao, Zheng Liu, Dong Yan, Jian Xie, Zhongyuan Wang, Ji-Rong Wen

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

Comments Technical Report on Slow Thinking with LLMs: I

Inference Scaling vs Reasoning: An Empirical Analysis of Compute-Optimal LLM Problem-Solving

Marwan AbdElhameed, Pavly Halim

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

Script-Based Dialog Policy Planning for LLM-Powered Conversational Agents: A Basic Architecture for an "AI Therapist"

Robert Wasenmüller, Kevin Hilbert, Christoph Benzmüller

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

Comments 9 pages, 5 figures, 1 table

Progressive Multimodal Reasoning via Active Retrieval

Guanting Dong, Chenghao Zhang, Mengjie Deng, Yutao Zhu, Zhicheng Dou, Ji-Rong Wen

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

Comments Working in progress

REVECA: Adaptive Planning and Trajectory-based Validation in Cooperative Language Agents using Information Relevance and Relative Proximity

SeungWon Seo, SeongRae Noh, Junhyeok Lee, SooBin Lim, Won Hee Lee, HyeongYeop Kang

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

Comments v2 is the AAAI'25 camera-ready version, including the appendix, which has been enhanced based on the reviewers' comments

Neural-Network-Driven Reward Prediction as a Heuristic: Advancing Q-Learning for Mobile Robot Path Planning

Yiming Ji, Kaijie Yun, Yang Liu, Zongwu Xie, Hong Liu

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

A Review of Prominent Paradigms for LLM-Based Agents: Tool Use (Including RAG), Planning, and Feedback Learning

Xinzhe Li

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

Comments CoLing 2025 Camera Ready (extended to 9 pages)

MASP: Scalable GNN-based Planning for Multi-Agent Navigation

Xinyi Yang, Xinting Yang, Chao Yu, Jiayu Chen, Wenbo Ding, Huazhong Yang, Yu Wang

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

Comments Submitted to IEEE RA-L

Robust Planning with Compound LLM Architectures: An LLM-Modulo Approach

Atharva Gundawar, Karthik Valmeekam, Mudit Verma, Subbarao Kambhampati

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

Search, Verify and Feedback: Towards Next Generation Post-training Paradigm of Foundation Models via Verifier Engineering

Xinyan Guan, Yanjiang Liu, Xinyu Lu, Boxi Cao, Ben He, Xianpei Han, Le Sun, Jie Lou, Bowen Yu, Yaojie Lu, Hongyu Lin

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

Optimized Feature Generation for Tabular Data via LLMs with Decision Tree Reasoning

Jaehyun Nam, Kyuyoung Kim, Seunghyuk Oh, Jihoon Tack, Jaehyung Kim, Jinwoo Shin

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

Comments NeurIPS 2024

ReCo: Reliable Causal Chain Reasoning via Structural Causal Recurrent Neural Networks

Kai Xiong, Xiao Ding, Zhongyang Li, Li Du, Bing Qin, Yi Zheng, Baoxing Huai

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

Comments Accepted by EMNLP 2022

Journal ref Proceedings of the 2022 Conference on Empirical Methods in Natural Language Processing

MSI-Agent: Incorporating Multi-Scale Insight into Embodied Agents for Superior Planning and Decision-Making

Dayuan Fu, Biqing Qi, Yihuai Gao, Che Jiang, Guanting Dong, Bowen Zhou

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

Journal ref EMNLP 2024 Main

ToolPlanner: A Tool Augmented LLM for Multi Granularity Instructions with Path Planning and Feedback

Qinzhuo Wu, Wei Liu, Jian Luan, Bin Wang

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

ChartGemma: Visual Instruction-tuning for Chart Reasoning in the Wild

Ahmed Masry, Megh Thakkar, Aayush Bajaj, Aaryaman Kartha, Enamul Hoque, Shafiq Joty

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

Nova: An Iterative Planning and Search Approach to Enhance Novelty and Diversity of LLM Generated Ideas

Xiang Hu, Hongyu Fu, Jinge Wang, Yifeng Wang, Zhikun Li, Renjun Xu, Yu Lu, Yaochu Jin, Lili Pan, Zhenzhong Lan

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

C-MCTS: Safe Planning with Monte Carlo Tree Search

Dinesh Parthasarathy, Georgios Kontes, Axel Plinge, Christopher Mutschler

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

Comments Workshop on Safe & Trustworthy Agents @NeurIPS2024

IPPON: Common Sense Guided Informative Path Planning for Object Goal Navigation

Kaixian Qu, Jie Tan, Tingnan Zhang, Fei Xia, Cesar Cadena, Marco Hutter

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

SMART: Self-learning Meta-strategy Agent for Reasoning Tasks

Rongxing Liu, Kumar Shridhar, Manish Prajapat, Patrick Xia, Mrinmaya Sachan

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

Amortized Planning with Large-Scale Transformers: A Case Study on Chess

Anian Ruoss, Grégoire Delétang, Sourabh Medapati, Jordi Grau-Moya, Li Kevin Wenliang, Elliot Catt, John Reid, Cannada A. Lewis, Joel Veness, Tim Genewein

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

CLIMB: Language-Guided Continual Learning for Task Planning with Iterative Model Building

Walker Byrnes, Miroslav Bogdanovic, Avi Balakirsky, Stephen Balakirsky, Animesh Garg

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

Comments 6 pages, 6 figures

AT-RAG: An Adaptive RAG Model Enhancing Query Efficiency with Topic Filtering and Iterative Reasoning

Mohammad Reza Rezaei, Maziar Hafezi, Amit Satpathy, Lovell Hodge, Ebrahim Pourjafari

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

TextLap: Customizing Language Models for Text-to-Layout Planning

Jian Chen, Ruiyi Zhang, Yufan Zhou, Jennifer Healey, Jiuxiang Gu, Zhiqiang Xu, Changyou Chen

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

Comments Accepted to the EMNLP Findings

Details Make a Difference: Object State-Sensitive Neurorobotic Task Planning

Xiaowen Sun, Xufeng Zhao, Jae Hee Lee, Wenhao Lu, Matthias Kerzel, Stefan Wermter

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

Comments ICANN24, Switzerland

Rewarding Progress: Scaling Automated Process Verifiers for LLM Reasoning

Amrith Setlur, Chirag Nagpal, Adam Fisch, Xinyang Geng, Jacob Eisenstein, Rishabh Agarwal, Alekh Agarwal, Jonathan Berant, Aviral Kumar

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

Integrating Planning into Single-Turn Long-Form Text Generation

Yi Liang, You Wu, Honglei Zhuang, Li Chen, Jiaming Shen, Yiling Jia, Zhen Qin, Sumit Sanghai, Xuanhui Wang, Carl Yang, Michael Bendersky

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

PCQPR: Proactive Conversational Question Planning with Reflection

Shasha Guo, Lizi Liao, Jing Zhang, Cuiping Li, Hong Chen

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

Comments Accepted by EMNLP 2024 Main

Journal ref Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing

CPL: Critical Plan Step Learning Boosts LLM Generalization in Reasoning Tasks

Tianlong Wang, Junzhe Chen, Xueting Han, Jing Bai

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

Beyond Words: Evaluating Large Language Models in Transportation Planning

Shaowei Ying, Zhenlong Li, Manzhu Yu

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

A User Study on Contrastive Explanations for Multi-Effector Temporal Planning with Non-Stationary Costs

Xiaowei Liu, Kevin McAreavey, Weiru Liu

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