Learning to Reason: End-to-End Module Networks for Visual Question Answering

18 April 2017

Papers citing "Learning to Reason: End-to-End Module Networks for Visual Question Answering"

50 / 73 papers shown

Title
Neuro Symbolic Knowledge Reasoning for Procedural Video Question Answering Thanh-Son Nguyen Hong Yang Tzeh Yuan Neoh Hao Zhang Ee Yeo Keat Basura Fernando NAI 54 0 0 19 Mar 2025
Make Haste Slowly: A Theory of Emergent Structured Mixed Selectivity in Feature Learning ReLU Networks Devon Jarvis Richard Klein Benjamin Rosman Andrew M. Saxe MLT 64 1 0 08 Mar 2025
Learning to Reason Iteratively and Parallelly for Complex Visual Reasoning Scenarios Shantanu Jaiswal Debaditya Roy Basura Fernando Cheston Tan ReLM LRM 71 2 0 20 Nov 2024
Discovering Object Attributes by Prompting Large Language Models with Perception-Action APIs A. Mavrogiannis Dehao Yuan Yiannis Aloimonos LM&Ro 27 0 0 23 Sep 2024
What Makes a Maze Look Like a Maze? Joy Hsu Jiayuan Mao J. Tenenbaum Noah D. Goodman Jiajun Wu OCL 52 6 0 12 Sep 2024
Breaking Neural Network Scaling Laws with Modularity Akhilan Boopathy Sunshine Jiang William Yue Jaedong Hwang Abhiram Iyer Ila Fiete OOD 34 2 0 09 Sep 2024
3VL: Using Trees to Improve Vision-Language Models' Interpretability Nir Yellinek Leonid Karlinsky Raja Giryes CoGe VLM 49 4 0 28 Dec 2023
ProtoArgNet: Interpretable Image Classification with Super-Prototypes and Argumentation [Technical Report] Hamed Ayoobi Nico Potyka Francesca Toni 33 2 0 26 Nov 2023
Modularized Zero-shot VQA with Pre-trained Models Rui Cao Jing Jiang LRM 19 2 0 27 May 2023
Curriculum Learning for Compositional Visual Reasoning Wafa Aissa Marin Ferecatu M. Crucianu LRM 24 3 0 27 Mar 2023
ViperGPT: Visual Inference via Python Execution for Reasoning Dídac Surís Sachit Menon Carl Vondrick MLLM LRM ReLM 45 429 0 14 Mar 2023
Prophet: Prompting Large Language Models with Complementary Answer Heuristics for Knowledge-based Visual Question Answering Zhou Yu Xuecheng Ouyang Zhenwei Shao Mei Wang Jun Yu MLLM 89 11 0 03 Mar 2023
Decomposing a Recurrent Neural Network into Modules for Enabling Reusability and Replacement S. Imtiaz Fraol Batole Astha Singh Rangeet Pan Breno Dantas Cruz Hridesh Rajan 11 7 0 09 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 22 1 0 22 Nov 2022
Visual Programming: Compositional visual reasoning without training Tanmay Gupta Aniruddha Kembhavi ReLM VLM LRM 43 399 0 18 Nov 2022
Neural Attentive Circuits Nasim Rahaman M. Weiß Francesco Locatello C. Pal Yoshua Bengio Bernhard Schölkopf Erran L. Li Nicolas Ballas 19 6 0 14 Oct 2022
On the Explainability of Natural Language Processing Deep Models Julia El Zini M. Awad 25 82 0 13 Oct 2022
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 109 197 0 06 Oct 2022
Learning to Collocate Visual-Linguistic Neural Modules for Image Captioning Xu Yang Hanwang Zhang Chongyang Gao Jianfei Cai MLLM 25 10 0 04 Oct 2022
Visual Perturbation-aware Collaborative Learning for Overcoming the Language Prior Problem Yudong Han Liqiang Nie Jianhua Yin Jianlong Wu Yan Yan 24 12 0 24 Jul 2022
What is Right for Me is Not Yet Right for You: A Dataset for Grounding Relative Directions via Multi-Task Learning Jae Hee Lee Matthias Kerzel Kyra Ahrens C. Weber S. Wermter 27 8 0 05 May 2022
METGEN: A Module-Based Entailment Tree Generation Framework for Answer Explanation Ruixin Hong Hongming Zhang Xintong Yu Changshui Zhang ReLM LRM 30 32 0 05 May 2022
NEWSKVQA: Knowledge-Aware News Video Question Answering Pranay Gupta Manish Gupta 22 7 0 08 Feb 2022
Adventurer's Treasure Hunt: A Transparent System for Visually Grounded Compositional Visual Question Answering based on Scene Graphs Daniel Reich F. Putze Tanja Schultz 22 2 0 28 Jun 2021
A Review on Explainability in Multimodal Deep Neural Nets Gargi Joshi Rahee Walambe K. Kotecha 16 137 0 17 May 2021
MDETR -- Modulated Detection for End-to-End Multi-Modal Understanding Aishwarya Kamath Mannat Singh Yann LeCun Gabriel Synnaeve Ishan Misra Nicolas Carion ObjD VLM 49 858 0 26 Apr 2021
Object-Centric Representation Learning for Video Question Answering Long Hoang Dang T. Le Vuong Le T. Tran 19 7 0 12 Apr 2021
Beyond Question-Based Biases: Assessing Multimodal Shortcut Learning in Visual Question Answering Corentin Dancette Rémi Cadène Damien Teney Matthieu Cord CML 26 74 0 07 Apr 2021
Explainability of deep vision-based autonomous driving systems: Review and challenges Éloi Zablocki H. Ben-younes P. Pérez Matthieu Cord XAI 32 169 0 13 Jan 2021
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games Yunqiu Xu Meng Fang Ling-Hao Chen Yali Du Joey Tianyi Zhou Chengqi Zhang OffRL 17 44 0 22 Oct 2020
Object-and-Action Aware Model for Visual Language Navigation Yuankai Qi Zizheng Pan Shengping Zhang A. Hengel Qi Wu LM&Ro 18 111 0 29 Jul 2020
AiR: Attention with Reasoning Capability Shi Chen Ming Jiang Jinhui Yang Qi Zhao LRM 13 36 0 28 Jul 2020
Referring Expression Comprehension: A Survey of Methods and Datasets Yanyuan Qiao Chaorui Deng Qi Wu ObjD 42 93 0 19 Jul 2020
Learning to Discretely Compose Reasoning Module Networks for Video Captioning Ganchao Tan Daqing Liu Meng Wang Zhengjun Zha LRM 21 73 0 17 Jul 2020
Large-Scale Adversarial Training for Vision-and-Language Representation Learning Zhe Gan Yen-Chun Chen Linjie Li Chen Zhu Yu Cheng Jingjing Liu ObjD VLM 24 487 0 11 Jun 2020
Dynamic Language Binding in Relational Visual Reasoning T. Le Vuong Le Svetha Venkatesh T. Tran NAI 18 19 0 30 Apr 2020
A Review on Intelligent Object Perception Methods Combining Knowledge-based Reasoning and Machine Learning Filippos Gouidis Alexandros Vassiliades T. Patkos Antonis Argyros Nick Bassiliades Dimitris Plexousakis OCL 21 12 0 26 Dec 2019
Towards Causal VQA: Revealing and Reducing Spurious Correlations by Invariant and Covariant Semantic Editing Vedika Agarwal Rakshith Shetty Mario Fritz CML AAML 19 155 0 16 Dec 2019
Multi-modal Deep Analysis for Multimedia Wenwu Zhu Xin Eric Wang Hongzhi Li 19 38 0 11 Oct 2019
Synthetic Data for Deep Learning Sergey I. Nikolenko 36 347 0 25 Sep 2019
LXMERT: Learning Cross-Modality Encoder Representations from Transformers Hao Hao Tan Mohit Bansal VLM MLLM 55 2,447 0 20 Aug 2019
A Multi-Type Multi-Span Network for Reading Comprehension that Requires Discrete Reasoning Minghao Hu Yuxing Peng Zhen Huang Dongsheng Li AIMat LRM 19 90 0 15 Aug 2019
Variational Context: Exploiting Visual and Textual Context for Grounding Referring Expressions Yulei Niu Hanwang Zhang Zhiwu Lu Shih-Fu Chang ObjD BDL 26 24 0 08 Jul 2019
Compositional generalization in a deep seq2seq model by separating syntax and semantics Jacob Russin Jason Jo R. C. O'Reilly Yoshua Bengio 19 102 0 22 Apr 2019
Learning to Collocate Neural Modules for Image Captioning Xu Yang Hanwang Zhang Jianfei Cai 11 77 0 18 Apr 2019
Factor Graph Attention Idan Schwartz Seunghak Yu Tamir Hazan A. Schwing 19 110 0 11 Apr 2019
CLEVR-Dialog: A Diagnostic Dataset for Multi-Round Reasoning in Visual Dialog Satwik Kottur José M. F. Moura Devi Parikh Dhruv Batra Marcus Rohrbach 24 86 0 07 Mar 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 14 303 0 07 Mar 2019
Answer Them All! Toward Universal Visual Question Answering Models Robik Shrestha Kushal Kafle Christopher Kanan 17 82 0 01 Mar 2019
MUREL: Multimodal Relational Reasoning for Visual Question Answering Rémi Cadène H. Ben-younes Matthieu Cord Nicolas Thome LRM 16 271 0 25 Feb 2019