大模型推理能力 - arXivDaily 专题

2403.05060 2024-07-17 cs.MM cs.HC 50%

Multimodal Infusion Tuning for Large Models

Hao Sun, Yu Song, Xinyao Yu, Jiaqing Liu, Yen-Wei Chen, Lanfen Lin

专题命中复杂问题求解：reasoning(abstract)

2407.10081 2024-07-16 cs.IR 50%

All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era

Bo Chen, Xinyi Dai, Huifeng Guo, Wei Guo, Weiwen Liu, Yong Liu, Jiarui Qin, Ruiming Tang, Yichao Wang, Chuhan Wu, Yaxiong Wu, Hao Zhang

专题命中复杂问题求解：reasoning(abstract)

2407.08650 2024-07-12 physics.med-ph cs.CV 50%

Latent Spaces Enable Transformer-Based Dose Prediction in Complex Radiotherapy Plans

Edward Wang, Ryan Au, Pencilla Lang, Sarah A. Mattonen

专题命中复杂问题求解：planning(abstract)

Comments Accepted to MICCAI 2024

2402.07647 2024-07-01 cs.IR 50%

GRILLBot In Practice: Lessons and Tradeoffs Deploying Large Language Models for Adaptable Conversational Task Assistants

Sophie Fischer, Carlos Gemmell, Niklas Tecklenburg, Iain Mackie, Federico Rossetto, Jeffrey Dalton

专题命中复杂问题求解：reasoning(abstract)

Comments 11 pages, KDD Preprint

2406.16074 2024-06-25 eess.IV cs.CV 50%

CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI Synthesis

Lujun Gui, Chuyang Ye, Tianyi Yan

专题命中复杂问题求解：chain-of-thought(abstract)

Comments The work has been accepted by MICCAI 2024

2406.13894 2024-06-21 cs.CV cs.CY 50%

Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events

Mohammad Abu Tami, Huthaifa I. Ashqar, Mohammed Elhenawy

专题命中复杂问题求解：reasoning(abstract)

2406.09418 2024-06-14 cs.CV 50%

VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding

Muhammad Maaz, Hanoona Rasheed, Salman Khan, Fahad Khan

专题命中复杂问题求解：reasoning(abstract)

Comments Technical Report

2406.04683 2024-06-10 cs.SD eess.AS 50%

PPPR: Portable Plug-in Prompt Refiner for Text to Audio Generation

Shuchen Shi, Ruibo Fu, Zhengqi Wen, Jianhua Tao, Tao Wang, Chunyu Qiang, Yi Lu, Xin Qi, Xuefei Liu, Yukun Liu, Yongwei Li, Zhiyong Wang, Xiaopeng Wang

专题命中复杂问题求解：chain-of-thought(abstract)

Comments accepted by INTERSPEECH2024

2405.09161 2024-06-04 econ.GN q-fin.EC 50%

Exploring the Potential of Large Language Models for Automation in Technical Customer Service

Jochen Wulf, Juerg Meierhofer

专题命中复杂问题求解：reasoning(abstract)

Journal ref Proceedings of the Spring Servitization Conference (SSC2024)

2405.18882 2024-05-30 cs.CV 50%

DecomCAM: Advancing Beyond Saliency Maps through Decomposition and Integration

Yuguang Yang, Runtang Guo, Sheng Wu, Yimi Wang, Linlin Yang, Bo Fan, Jilong Zhong, Juan Zhang, Baochang Zhang

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted by Neurocomputing journal

2405.17201 2024-05-28 cs.CV 50%

Diagnosing the Compositional Knowledge of Vision Language Models from a Game-Theoretic View

Jin Wang, Shichao Dong, Yapeng Zhu, Kelu Yao, Weidong Zhao, Chao Li, Ping Luo

专题命中复杂问题求解：reasoning(abstract)

Comments 21 pages, 8 figures

2405.01202 2024-05-03 cs.SE cs.CR 50%

DLAP: A Deep Learning Augmented Large Language Model Prompting Framework for Software Vulnerability Detection

Yanjing Yang, Xin Zhou, Runfeng Mao, Jinwei Xu, Lanxin Yang, Yu Zhangm, Haifeng Shen, He Zhang

专题命中复杂问题求解：chain-of-thought(abstract)

Comments 15 pages, 8 figures

2306.08832 2024-04-26 cs.CV 50%

Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding

Le Zhang, Rabiul Awal, Aishwarya Agrawal

专题命中复杂问题求解：reasoning(abstract)

Comments CVPR 2024

2404.14222 2024-04-23 cs.HC 50%

An Artificial Neuron for Enhanced Problem Solving in Large Language Models

Sumedh Rasal

专题命中复杂问题求解：reasoning(abstract)

2404.08506 2024-04-15 cs.CV 50%

LaSagnA: Language-based Segmentation Assistant for Complex Queries

Cong Wei, Haoxian Tan, Yujie Zhong, Yujiu Yang, Lin Ma

专题命中复杂问题求解：reasoning(abstract)

2401.15174 2024-04-12 cs.RO cs.HC 50%

LaMI: Large Language Models for Multi-Modal Human-Robot Interaction

Chao Wang, Stephan Hasler, Daniel Tanneberg, Felix Ocker, Frank Joublin, Antonello Ceravola, Joerg Deigmoeller, Michael Gienger

专题命中复杂问题求解：reasoning(abstract)

Comments 10 pages, 6 figures

2312.10908 2024-04-11 cs.CV 50%

CLOVA: A Closed-Loop Visual Assistant with Tool Usage and Update

Zhi Gao, Yuntao Du, Xintong Zhang, Xiaojian Ma, Wenjuan Han, Song-Chun Zhu, Qing Li

专题命中复杂问题求解：reasoning(abstract)

Comments CVPR 2024

2404.00245 2024-04-02 cs.IR 50%

Aligning Large Language Models with Recommendation Knowledge

Yuwei Cao, Nikhil Mehta, Xinyang Yi, Raghunandan Keshavan, Lukasz Heldt, Lichan Hong, Ed H. Chi, Maheswaran Sathiamoorthy

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted to the NAACL 2024 Findings

2403.12321 2024-03-20 cs.HC 50%

Explainable agency: human preferences for simple or complex explanations

Michelle Blom, Ronal Singh, Tim Miller, Liz Sonenberg, Kerry Trentelman, Adam Saulwick

专题命中复杂问题求解：reasoning(abstract)

2403.02330 2024-03-05 cs.CV 50%

RegionGPT: Towards Region Understanding Vision Language Model

Qiushan Guo, Shalini De Mello, Hongxu Yin, Wonmin Byeon, Ka Chun Cheung, Yizhou Yu, Ping Luo, Sifei Liu

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted by CVPR 2024

2310.09291 2024-02-27 cs.CV 50%

Vision-by-Language for Training-Free Compositional Image Retrieval

Shyamgopal Karthik, Karsten Roth, Massimiliano Mancini, Zeynep Akata

专题命中复杂问题求解：reasoning(abstract)

Comments ICLR 2024

2402.02205 2024-02-08 cs.CV 50%

GPT-4V as Traffic Assistant: An In-depth Look at Vision Language Model on Complex Traffic Events

Xingcheng Zhou, Alois C. Knoll

专题命中复杂问题求解：reasoning(abstract)

2401.15688 2024-01-31 cs.CV 50%

Divide and Conquer: Language Models can Plan and Self-Correct for Compositional Text-to-Image Generation

Zhenyu Wang, Enze Xie, Aoxue Li, Zhongdao Wang, Xihui Liu, Zhenguo Li

专题命中复杂问题求解：reasoning(abstract)

2401.13307 2024-01-25 cs.CV 50%

ChatterBox: Multi-round Multimodal Referring and Grounding

Yunjie Tian, Tianren Ma, Lingxi Xie, Jihao Qiu, Xi Tang, Yuan Zhang, Jianbin Jiao, Qi Tian, Qixiang Ye

专题命中复杂问题求解：reasoning(abstract)

Comments 17 pages, 6 tables, 9 figurs. Code, data, and model are available at: https://github.com/sunsmarterjie/ChatterBox

2401.01529 2024-01-04 cs.CV 50%

Glance and Focus: Memory Prompting for Multi-Event Video Question Answering

Ziyi Bai, Ruiping Wang, Xilin Chen

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted in NeurIPS 2023

2307.04087 2023-12-29 cs.CV 50%

SVIT: Scaling up Visual Instruction Tuning

Bo Zhao, Boya Wu, Muyang He, Tiejun Huang

专题命中复杂问题求解：reasoning(abstract)

2312.10059 2023-12-19 cs.CY 50%

A collection of principles for guiding and evaluating large language models

Konstantin Hebenstreit, Robert Praas, Matthias Samwald

专题命中复杂问题求解：reasoning(abstract)

Comments Accepted at Socially Responsible Language Modelling Research (SoLaR) workshop, NeurIPS 2023 (https://openreview.net/forum?id=8iXdNXW34d). Based on previous manuscript version: doi:10.2139/ssrn.4446991

2312.09237 2023-12-15 cs.CV 50%

Pixel Aligned Language Models

Jiarui Xu, Xingyi Zhou, Shen Yan, Xiuye Gu, Anurag Arnab, Chen Sun, Xiaolong Wang, Cordelia Schmid

专题命中复杂问题求解：reasoning(abstract)

Comments Project page: https://jerryxu.net/PixelLLM

2312.06720 2023-12-15 cs.CV 50%

Audio-Visual LLM for Video Understanding

Fangxun Shu, Lei Zhang, Hao Jiang, Cihang Xie

专题命中复杂问题求解：reasoning(abstract)

2312.06739 2023-12-13 cs.CV 50%

SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models

Yuzhou Huang, Liangbin Xie, Xintao Wang, Ziyang Yuan, Xiaodong Cun, Yixiao Ge, Jiantao Zhou, Chao Dong, Rui Huang, Ruimao Zhang, Ying Shan

专题命中复杂问题求解：reasoning(abstract)

Comments Project page: https://yuzhou914.github.io/SmartEdit/

1. 复杂问题求解 5035 篇

Multimodal Infusion Tuning for Large Models

All Roads Lead to Rome: Unveiling the Trajectory of Recommender Systems Across the LLM Era

Latent Spaces Enable Transformer-Based Dose Prediction in Complex Radiotherapy Plans

GRILLBot In Practice: Lessons and Tradeoffs Deploying Large Language Models for Adaptable Conversational Task Assistants

CAVM: Conditional Autoregressive Vision Model for Contrast-Enhanced Brain Tumor MRI Synthesis

Using Multimodal Large Language Models for Automated Detection of Traffic Safety Critical Events

VideoGPT+: Integrating Image and Video Encoders for Enhanced Video Understanding

PPPR: Portable Plug-in Prompt Refiner for Text to Audio Generation

Exploring the Potential of Large Language Models for Automation in Technical Customer Service

DecomCAM: Advancing Beyond Saliency Maps through Decomposition and Integration

Diagnosing the Compositional Knowledge of Vision Language Models from a Game-Theoretic View

DLAP: A Deep Learning Augmented Large Language Model Prompting Framework for Software Vulnerability Detection

Contrasting Intra-Modal and Ranking Cross-Modal Hard Negatives to Enhance Visio-Linguistic Compositional Understanding

An Artificial Neuron for Enhanced Problem Solving in Large Language Models

LaSagnA: Language-based Segmentation Assistant for Complex Queries

LaMI: Large Language Models for Multi-Modal Human-Robot Interaction

CLOVA: A Closed-Loop Visual Assistant with Tool Usage and Update

Aligning Large Language Models with Recommendation Knowledge

Explainable agency: human preferences for simple or complex explanations

RegionGPT: Towards Region Understanding Vision Language Model

Vision-by-Language for Training-Free Compositional Image Retrieval

GPT-4V as Traffic Assistant: An In-depth Look at Vision Language Model on Complex Traffic Events

Divide and Conquer: Language Models can Plan and Self-Correct for Compositional Text-to-Image Generation

ChatterBox: Multi-round Multimodal Referring and Grounding

Glance and Focus: Memory Prompting for Multi-Event Video Question Answering

SVIT: Scaling up Visual Instruction Tuning

A collection of principles for guiding and evaluating large language models

Pixel Aligned Language Models

Audio-Visual LLM for Video Understanding

SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models