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Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering

17 February 2025

Papers citing "Towards Top-Down Reasoning: An Explainable Multi-Agent Approach for Visual Question Answering"

50 / 70 papers shown

Title
Visual Question Decomposition on Multimodal Large Language Models Haowei Zhang Jianzhe Liu Zhen Han Shuo Chen Bailan He Volker Tresp Zhiqiang Xu Jindong Gu 140 2 0 28 Sep 2024
Anywhere: A Multi-Agent Framework for User-Guided, Reliable, and Diverse Foreground-Conditioned Image Generation Tianyidan Xie Rui Ma Qian Wang Xiaoqian Ye Feixuan Liu Ying Tai Zhenyu Zhang Lanjun Wang Zili Yi DiffM MLLM 89 2 0 29 Apr 2024
What Is Missing in Multilingual Visual Reasoning and How to Fix It Yueqi Song Simran Khanuja Graham Neubig VLM LRM 172 6 0 03 Mar 2024
More Agents Is All You Need Junyou Li Qin Zhang Yangbin Yu Qiang Fu Deheng Ye LLMAG 171 71 0 03 Feb 2024
Q&A Prompts: Discovering Rich Visual Clues through Mining Question-Answer Prompts for VQA requiring Diverse World Knowledge Haibi Wang Weifeng Ge LRM 66 4 0 19 Jan 2024
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 LLMAG VLM 113 25 0 18 Dec 2023
Video-LLaVA: Learning United Visual Representation by Alignment Before Projection Bin Lin Yang Ye Bin Zhu Jiaxi Cui Munan Ning Peng Jin Li-ming Yuan VLM MLLM 320 700 0 16 Nov 2023
Improving Zero-shot Visual Question Answering via Large Language Models with Reasoning Question Prompts Yunshi Lan Xiang Li Xin Liu Yang Li Wei Qin Weining Qian LRM ReLM 134 29 0 15 Nov 2023
CogVLM: Visual Expert for Pretrained Language Models Weihan Wang Qingsong Lv Wenmeng Yu Wenyi Hong Ji Qi ... Bin Xu Juanzi Li Yuxiao Dong Ming Ding Jie Tang VLM MLLM 97 502 0 06 Nov 2023
Exploring Question Decomposition for Zero-Shot VQA Zaid Khan B. Vijaykumar S. Schulter Manmohan Chandraker Yun Fu ReLM 49 12 0 25 Oct 2023
Woodpecker: Hallucination Correction for Multimodal Large Language Models Shukang Yin Chaoyou Fu Sirui Zhao Tong Xu Hao Wang Dianbo Sui Yunhang Shen Ke Li Xingguo Sun Enhong Chen VLM MLLM 87 132 0 24 Oct 2023
Large Language Models are Visual Reasoning Coordinators Liangyu Chen Bo Li Sheng Shen Jingkang Yang Chunyuan Li Kurt Keutzer Trevor Darrell Ziwei Liu VLM LRM 96 56 0 23 Oct 2023
A Simple Baseline for Knowledge-Based Visual Question Answering Alexandros Xenos Themos Stafylakis Ioannis Patras Georgios Tzimiropoulos 122 8 0 20 Oct 2023
Measuring and Improving Chain-of-Thought Reasoning in Vision-Language Models Yangyi Chen Karan Sikka Michael Cogswell Heng Ji Ajay Divakaran LRM 93 26 0 08 Sep 2023
Towards CausalGPT: A Multi-Agent Approach for Faithful Knowledge Reasoning via Promoting Causal Consistency in LLMs Ziyi Tang Ruilin Wang Weixing Chen Keze Wang Yang Liu Tianshui Chen Liang Lin Tianshui Chen Liang Lin LRM 51 0 0 23 Aug 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 91 1,306 0 22 Aug 2023
BLIVA: A Simple Multimodal LLM for Better Handling of Text-Rich Visual Questions Wenbo Hu Y. Xu Yuante Li W. Li Zhe Chen Zhuowen Tu MLLM VLM 82 133 0 19 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 326 11,894 0 18 Jul 2023
Unleashing the Emergent Cognitive Synergy in Large Language Models: A Task-Solving Agent through Multi-Persona Self-Collaboration Zhenhailong Wang Shaoguang Mao Wenshan Wu Tao Ge Furu Wei Heng Ji LLMAG LRM 73 154 0 11 Jul 2023
AssistGPT: A General Multi-modal Assistant that can Plan, Execute, Inspect, and Learn Difei Gao Lei Ji Luowei Zhou Kevin Lin Joya Chen Zihan Fan Mike Zheng Shou MLLM 71 76 0 14 Jun 2023
Q: How to Specialize Large Vision-Language Models to Data-Scarce VQA Tasks? A: Self-Train on Unlabeled Images! Zaid Khan B. Vijaykumar S. Schulter Xiang Yu Y. Fu Manmohan Chandraker VLM MLLM 68 18 0 06 Jun 2023
LLaVA-Med: Training a Large Language-and-Vision Assistant for Biomedicine in One Day Chunyuan Li Cliff Wong Sheng Zhang Naoto Usuyama Haotian Liu Jianwei Yang Tristan Naumann Hoifung Poon Jianfeng Gao LM&MA MedIm 110 792 0 01 Jun 2023
Collaborative Multi-Agent Video Fast-Forwarding Shuyue Lan Zhilu Wang Ermin Wei Amit K. Roy-Chowdhury Qi Zhu 63 3 0 27 May 2023
IdealGPT: Iteratively Decomposing Vision and Language Reasoning via Large Language Models Haoxuan You Rui Sun Zhecan Wang Long Chen Gengyu Wang Hammad A. Ayyubi Kai-Wei Chang Shih-Fu Chang VLM MLLM LRM 120 44 0 24 May 2023
Improving Factuality and Reasoning in Language Models through Multiagent Debate Yilun Du Shuang Li Antonio Torralba J. Tenenbaum Igor Mordatch LLMAG LRM 154 730 0 23 May 2023
CLIP-VG: Self-paced Curriculum Adapting of CLIP for Visual Grounding Linhui Xiao Xiaoshan Yang Fang Peng Ming Yan Yaowei Wang Changsheng Xu ObjD VLM 82 30 0 15 May 2023
InstructBLIP: Towards General-purpose Vision-Language Models with Instruction Tuning Wenliang Dai Junnan Li Dongxu Li A. M. H. Tiong Junqi Zhao Weisheng Wang Boyang Albert Li Pascale Fung Steven C. H. Hoi MLLM VLM 127 2,067 0 11 May 2023
Plan-and-Solve Prompting: Improving Zero-Shot Chain-of-Thought Reasoning by Large Language Models Lei Wang Wanyu Xu Yihuai Lan Zhiqiang Hu Yunshi Lan Roy Ka-wei Lee Ee-Peng Lim ReLM LRM 110 353 0 06 May 2023
Retrieval-based Knowledge Augmented Vision Language Pre-training Jiahua Rao Zifei Shan Long Liu Yao Zhou Yuedong Yang VLM 140 14 0 27 Apr 2023
Visual Instruction Tuning Haotian Liu Chunyuan Li Qingyang Wu Yong Jae Lee SyDa VLM MLLM 560 4,861 0 17 Apr 2023
Generative Agents: Interactive Simulacra of Human Behavior J. Park Joseph C. O'Brien Carrie J. Cai Meredith Ringel Morris Percy Liang Michael S. Bernstein LM&Ro AI4CE 397 1,961 0 07 Apr 2023
Not All Features Matter: Enhancing Few-shot CLIP with Adaptive Prior Refinement Xiang-yu Zhu Renrui Zhang Bowei He A-Long Zhou Dong Wang Bingyan Zhao Peng Gao VLM 82 80 0 03 Apr 2023
MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action Zhengyuan Yang Linjie Li Jianfeng Wang Kevin Qinghong Lin E. Azarnasab Faisal Ahmed Zicheng Liu Ce Liu Michael Zeng Lijuan Wang ReLM KELM LRM 103 386 0 20 Mar 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 96 466 0 14 Mar 2023
LLaMA: Open and Efficient Foundation Language Models Hugo Touvron Thibaut Lavril Gautier Izacard Xavier Martinet Marie-Anne Lachaux ... Faisal Azhar Aurelien Rodriguez Armand Joulin Edouard Grave Guillaume Lample ALM PILM 1.5K 13,420 0 27 Feb 2023
BLIP-2: Bootstrapping Language-Image Pre-training with Frozen Image Encoders and Large Language Models Junnan Li Dongxu Li Silvio Savarese Steven C. H. Hoi VLM MLLM 429 4,641 0 30 Jan 2023
From Images to Textual Prompts: Zero-shot VQA with Frozen Large Language Models Jiaxian Guo Junnan Li Dongxu Li A. M. H. Tiong Boyang Albert Li Dacheng Tao Steven C. H. Hoi VLM MLLM 55 117 0 21 Dec 2022
Visual Programming: Compositional visual reasoning without training Tanmay Gupta Aniruddha Kembhavi ReLM VLM LRM 141 438 0 18 Nov 2022
PromptCap: Prompt-Guided Task-Aware Image Captioning Yushi Hu Hang Hua Zhengyuan Yang Weijia Shi Noah A. Smith Jiebo Luo 96 104 0 15 Nov 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 194 3,146 0 20 Oct 2022
LAION-5B: An open large-scale dataset for training next generation image-text models Christoph Schuhmann Romain Beaumont Richard Vencu Cade Gordon Ross Wightman ... Srivatsa Kundurthy Katherine Crowson Ludwig Schmidt R. Kaczmarczyk J. Jitsev VLM MLLM CLIP 194 3,482 0 16 Oct 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 283 1,286 0 20 Sep 2022
A Unified End-to-End Retriever-Reader Framework for Knowledge-based VQA Yangyang Guo Liqiang Nie Yongkang Wong Yebin Liu Zhiyong Cheng Mohan S. Kankanhalli 107 39 0 30 Jun 2022
A-OKVQA: A Benchmark for Visual Question Answering using World Knowledge Dustin Schwenk Apoorv Khandelwal Christopher Clark Kenneth Marino Roozbeh Mottaghi 67 551 0 03 Jun 2022
REVIVE: Regional Visual Representation Matters in Knowledge-Based Visual Question Answering Yuanze Lin Yujia Xie Dongdong Chen Yichong Xu Chenguang Zhu Lu Yuan 86 74 0 02 Jun 2022
Flamingo: a Visual Language Model for Few-Shot Learning Jean-Baptiste Alayrac Jeff Donahue Pauline Luc Antoine Miech Iain Barr ... Mikolaj Binkowski Ricardo Barreira Oriol Vinyals Andrew Zisserman Karen Simonyan MLLM VLM 418 3,585 0 29 Apr 2022
Winoground: Probing Vision and Language Models for Visio-Linguistic Compositionality Tristan Thrush Ryan Jiang Max Bartolo Amanpreet Singh Adina Williams Douwe Kiela Candace Ross CoGe 106 427 0 07 Apr 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 519 3,703 0 21 Mar 2022
BLIP: Bootstrapping Language-Image Pre-training for Unified Vision-Language Understanding and Generation Junnan Li Dongxu Li Caiming Xiong Guosheng Lin MLLM BDL VLM CLIP 542 4,398 0 28 Jan 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 820 9,576 0 28 Jan 2022