大模型推理能力 - arXivDaily 专题

2310.03302 2024-04-16 cs.LG cs.AI 62%

MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Qian Huang, Jian Vora, Percy Liang, Jure Leskovec

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

2305.14882 2024-04-16 cs.CL cs.AI cs.CV 62%

Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering

Xingyu Fu, Ben Zhou, Sihao Chen, Mark Yatskar, Dan Roth

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

Comments Multimodal, Visual Question Answering, Vision and Language

2402.05932 2024-04-12 cs.RO cs.AI cs.CL 62%

Driving Everywhere with Large Language Model Policy Adaptation

Boyi Li, Yue Wang, Jiageng Mao, Boris Ivanovic, Sushant Veer, Karen Leung, Marco Pavone

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

Comments CVPR 2024, featured in GTC 2024: https://www.youtube.com/watch?v=t-UPlPlrYgQ&t=51s

2404.06962 2024-04-11 cs.LG cs.AI 62%

Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Hongru Du, Jianan Zhao, Yang Zhao, Shaochong Xu, Xihong Lin, Yiran Chen, Lauren M. Gardner, Hao Frank Yang

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

Comments 35 pages, 10 figures

2401.10831 2024-04-11 cs.CV cs.AI cs.LG cs.RO 62%

Understanding Video Transformers via Universal Concept Discovery

Matthew Kowal, Achal Dave, Rares Ambrus, Adrien Gaidon, Konstantinos G. Derpanis, Pavel Tokmakov

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

Comments CVPR 2024 (Highlight)

2404.05144 2024-04-09 cs.CL cs.CV cs.LG 62%

Enhancing Clinical Efficiency through LLM: Discharge Note Generation for Cardiac Patients

HyoJe Jung, Yunha Kim, Heejung Choi, Hyeram Seo, Minkyoung Kim, JiYe Han, Gaeun Kee, Seohyun Park, Soyoung Ko, Byeolhee Kim, Suyeon Kim, Tae Joon Jun, Young-Hak Kim

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

Comments 10 pages, 1 figure, 3 tables, conference

2404.04285 2024-04-09 cs.CL cs.AI 62%

MIMIR: A Streamlined Platform for Personalized Agent Tuning in Domain Expertise

Chunyuan Deng, Xiangru Tang, Yilun Zhao, Hanming Wang, Haoran Wang, Wangchunshu Zhou, Arman Cohan, Mark Gerstein

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

2403.19275 2024-04-03 cs.CL cs.AI 62%

Knowledge Boundary and Persona Dynamic Shape A Better Social Media Agent

Junkai Zhou, Liang Pang, Ya Jing, Jia Gu, Huawei Shen, Xueqi Cheng

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

2308.00225 2024-04-02 cs.AI cs.CY cs.LG 62%

Instructed to Bias: Instruction-Tuned Language Models Exhibit Emergent Cognitive Bias

Itay Itzhak, Gabriel Stanovsky, Nir Rosenfeld, Yonatan Belinkov

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

Comments TACL 2024. Presented at ACL 2024. 12 pages

2309.02671 2024-04-01 cs.LG cs.AI 62%

RLSynC: Offline-Online Reinforcement Learning for Synthon Completion

Frazier N. Baker, Ziqi Chen, Daniel Adu-Ampratwum, Xia Ning

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

Comments 32 pages, 5 figures, 4 tables

2310.19056 2024-03-29 cs.IR cs.AI cs.CL 62%

MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion

Pengyue Jia, Yiding Liu, Xiangyu Zhao, Xiaopeng Li, Changying Hao, Shuaiqiang Wang, Dawei Yin

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

Comments Accepted to NAACL 2024

2403.18447 2024-03-28 cs.CL cs.CV cs.LG cs.RO 62%

Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction

Inhwan Bae, Junoh Lee, Hae-Gon Jeon

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

Comments Accepted at CVPR 2024

2310.18340 2024-03-26 cs.CL cs.AI 62%

UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web

Yibo Yan, Haomin Wen, Siru Zhong, Wei Chen, Haodong Chen, Qingsong Wen, Roger Zimmermann, Yuxuan Liang

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

Comments Accepted by The Web Conference 2024

2309.12276 2024-03-25 cs.HC cs.AI cs.CL cs.ET 62%

LLMR: Real-time Prompting of Interactive Worlds using Large Language Models

Fernanda De La Torre, Cathy Mengying Fang, Han Huang, Andrzej Banburski-Fahey, Judith Amores Fernandez, Jaron Lanier

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

Comments 46 pages, 18 figures; Matching version accepted at CHI 2024

2403.12297 2024-03-20 cs.CL cs.AI 62%

Leveraging Large Language Models to Extract Information on Substance Use Disorder Severity from Clinical Notes: A Zero-shot Learning Approach

Maria Mahbub, Gregory M. Dams, Sudarshan Srinivasan, Caitlin Rizy, Ioana Danciu, Jodie Trafton, Kathryn Knight

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

Comments 10 pages, 4 figures, 2 tables

2403.12173 2024-03-20 cs.CL cs.AI cs.IR 62%

TnT-LLM: Text Mining at Scale with Large Language Models

Mengting Wan, Tara Safavi, Sujay Kumar Jauhar, Yujin Kim, Scott Counts, Jennifer Neville, Siddharth Suri, Chirag Shah, Ryen W White, Longqi Yang, Reid Andersen, Georg Buscher, Dhruv Joshi, Nagu Rangan

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

Comments 9 pages main content, 8 pages references and appendix

2403.09747 2024-03-18 cs.CL cs.AI 62%

Re-Search for The Truth: Multi-round Retrieval-augmented Large Language Models are Strong Fake News Detectors

Guanghua Li, Wensheng Lu, Wei Zhang, Defu Lian, Kezhong Lu, Rui Mao, Kai Shu, Hao Liao

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

2311.00262 2024-03-12 cs.CL cs.AI 62%

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents

Yang Deng, Wenxuan Zhang, Wai Lam, See-Kiong Ng, Tat-Seng Chua

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

Comments Accepted by ICLR 2024

2403.06041 2024-03-12 cs.RO cs.AI cs.CV cs.LG cs.MA 62%

MATRIX: Multi-Agent Trajectory Generation with Diverse Contexts

Zhuo Xu, Rui Zhou, Yida Yin, Huidong Gao, Masayoshi Tomizuka, Jiachen Li

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

Comments IEEE International Conference on Robotics and Automation (ICRA 2024)

2403.05547 2024-03-12 cs.CY cs.AI cs.LG 62%

AI for non-programmers: Applied AI in the lectures for students without programming skills

Julius Schöning, Tim Wawer, Kai-Michael Griese

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

Comments 10 pages, 6 figures, Translated from the German of "KI für Nicht-Programmierer*innen: Angewandte KI im Hörsaal für Studierende ohne Programmierkenntnisse". Translated from the German of https://nbn-resolving.org/urn:nbn:de:bsz:959-opus-52866

Journal ref Voneinander Lehren lernen (5) (2024)

2403.04442 2024-03-08 cs.LG cs.AI cs.MA 62%

Cooperative Bayesian Optimization for Imperfect Agents

Ali Khoshvishkaie, Petrus Mikkola, Pierre-Alexandre Murena, Samuel Kaski

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

Journal ref Joint European Conference on Machine Learning and Knowledge Discovery in Databases, ECML PKDD 2023

2403.03890 2024-03-07 cs.RO cs.AI cs.CV cs.LG 62%

Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation

Xiao Ma, Sumit Patidar, Iain Haughton, Stephen James

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

Comments Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2024). Videos and code: https://yusufma03.github.io/projects/hdp/

2403.01801 2024-03-05 cs.LG cs.AI 62%

COLA: Cross-city Mobility Transformer for Human Trajectory Simulation

Yu Wang, Tongya Zheng, Yuxuan Liang, Shunyu Liu, Mingli Song

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

Comments Accepted by WWW 2024

2307.15337 2024-03-05 cs.CL cs.AI 62%

Skeleton-of-Thought: Prompting LLMs for Efficient Parallel Generation

Xuefei Ning, Zinan Lin, Zixuan Zhou, Zifu Wang, Huazhong Yang, Yu Wang

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

Comments In ICLR'24

2402.18807 2024-03-01 cs.CL cs.AI 62%

On the Decision-Making Abilities in Role-Playing using Large Language Models

Chenglei Shen, Guofu Xie, Xiao Zhang, Jun Xu

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

2402.18576 2024-03-01 cs.NE cs.AI cs.LG 62%

Improved Forecasting Using a PSO-RDV Framework to Enhance Artificial Neural Network

Sales Aribe

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

Comments 9 pages, 4 figures, Published with International Journal of Engineering Trends and Technology (IJETT)

Journal ref International Journal of Engineering Trends and Technology, vol. 72, no. 1, pp. 11-19, 2024

2402.03659 2024-03-01 cs.LG cs.CL q-fin.ST 62%

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

Kelvin J. L. Koa, Yunshan Ma, Ritchie Ng, Tat-Seng Chua

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

Comments WWW 2024

2305.02531 2024-03-01 cs.CL cs.AI 62%

Can LLMs Capture Human Preferences?

Ali Goli, Amandeep Singh

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

2402.16181 2024-02-27 cs.LG cs.AI 62%

How Can LLM Guide RL? A Value-Based Approach

Shenao Zhang, Sirui Zheng, Shuqi Ke, Zhihan Liu, Wanxin Jin, Jianbo Yuan, Yingxiang Yang, Hongxia Yang, Zhaoran Wang

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

2402.16142 2024-02-27 cs.CL cs.AI 62%

From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility

Pravneet Kaur, Gautam Siddharth Kashyap, Ankit Kumar, Md Tabrez Nafis, Sandeep Kumar, Vikrant Shokeen

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

1. 规划推理 11120 篇

MLAgentBench: Evaluating Language Agents on Machine Learning Experimentation

Dynamic Clue Bottlenecks: Towards Interpretable-by-Design Visual Question Answering

Driving Everywhere with Large Language Model Policy Adaptation

Advancing Real-time Pandemic Forecasting Using Large Language Models: A COVID-19 Case Study

Understanding Video Transformers via Universal Concept Discovery

Enhancing Clinical Efficiency through LLM: Discharge Note Generation for Cardiac Patients

MIMIR: A Streamlined Platform for Personalized Agent Tuning in Domain Expertise

Knowledge Boundary and Persona Dynamic Shape A Better Social Media Agent

Instructed to Bias: Instruction-Tuned Language Models Exhibit Emergent Cognitive Bias

RLSynC: Offline-Online Reinforcement Learning for Synthon Completion

MILL: Mutual Verification with Large Language Models for Zero-Shot Query Expansion

Can Language Beat Numerical Regression? Language-Based Multimodal Trajectory Prediction

UrbanCLIP: Learning Text-enhanced Urban Region Profiling with Contrastive Language-Image Pretraining from the Web

LLMR: Real-time Prompting of Interactive Worlds using Large Language Models

Leveraging Large Language Models to Extract Information on Substance Use Disorder Severity from Clinical Notes: A Zero-shot Learning Approach

TnT-LLM: Text Mining at Scale with Large Language Models

Re-Search for The Truth: Multi-round Retrieval-augmented Large Language Models are Strong Fake News Detectors

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents

MATRIX: Multi-Agent Trajectory Generation with Diverse Contexts

AI for non-programmers: Applied AI in the lectures for students without programming skills

Cooperative Bayesian Optimization for Imperfect Agents

Hierarchical Diffusion Policy for Kinematics-Aware Multi-Task Robotic Manipulation

COLA: Cross-city Mobility Transformer for Human Trajectory Simulation

Skeleton-of-Thought: Prompting LLMs for Efficient Parallel Generation

On the Decision-Making Abilities in Role-Playing using Large Language Models

Improved Forecasting Using a PSO-RDV Framework to Enhance Artificial Neural Network

Learning to Generate Explainable Stock Predictions using Self-Reflective Large Language Models

Can LLMs Capture Human Preferences?

How Can LLM Guide RL? A Value-Based Approach

From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility