Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning

14 March 2018

Papers citing "Transparency by Design: Closing the Gap Between Performance and Interpretability in Visual Reasoning"

50 / 105 papers shown

Title
Right for the Right Concept: Revising Neuro-Symbolic Concepts by Interacting with their Explanations Wolfgang Stammer P. Schramowski Kristian Kersting FAtt 14 107 0 25 Nov 2020
Interpretable Visual Reasoning via Induced Symbolic Space Zhonghao Wang Kai Wang Mo Yu Jinjun Xiong Wen-mei W. Hwu M. Hasegawa-Johnson Humphrey Shi LRM OCL 16 19 0 23 Nov 2020
Deep Reinforcement Learning with Stacked Hierarchical Attention for Text-based Games Yunqiu Xu Meng Fang Ling-Hao Chen Yali Du Qiufeng Wang Chengqi Zhang OffRL 25 44 0 22 Oct 2020
Graph-based Heuristic Search for Module Selection Procedure in Neural Module Network Yuxuan Wu Hideki Nakayama GNN 25 3 0 30 Sep 2020
A Comprehensive Survey of Machine Learning Applied to Radar Signal Processing Ping Lang Xiongjun Fu M. Martorella Jian Dong Rui Qin Xianpeng Meng M. Xie 26 39 0 29 Sep 2020
CLEVR Parser: A Graph Parser Library for Geometric Learning on Language Grounded Image Scenes Raeid Saqur Ameet Deshpande GNN NAI 11 0 0 19 Sep 2020
SCOUTER: Slot Attention-based Classifier for Explainable Image Recognition Liangzhi Li Bowen Wang Manisha Verma Yuta Nakashima R. Kawasaki Hajime Nagahara OCL 23 49 0 14 Sep 2020
AiR: Attention with Reasoning Capability Shi Chen Ming Jiang Jinhui Yang Qi Zhao LRM 13 36 0 28 Jul 2020
Closed Loop Neural-Symbolic Learning via Integrating Neural Perception, Grammar Parsing, and Symbolic Reasoning Qing Li Siyuan Huang Yining Hong Yixin Chen Ying Nian Wu Song-Chun Zhu NAI 36 81 0 11 Jun 2020
Explainable Deep Learning: A Field Guide for the Uninitiated Gabrielle Ras Ning Xie Marcel van Gerven Derek Doran AAML XAI 43 371 0 30 Apr 2020
SHOP-VRB: A Visual Reasoning Benchmark for Object Perception Michal Nazarczuk K. Mikolajczyk 25 21 0 06 Apr 2020
Generating Rationales in Visual Question Answering Hammad A. Ayyubi Md. Mehrab Tanjim Julian McAuley G. Cottrell LRM 22 5 0 04 Apr 2020
Linguistically Driven Graph Capsule Network for Visual Question Reasoning Qingxing Cao Xiaodan Liang Keze Wang Liang Lin GNN 18 3 0 23 Mar 2020
Vulnerabilities of Connectionist AI Applications: Evaluation and Defence Christian Berghoff Matthias Neu Arndt von Twickel AAML 30 23 0 18 Mar 2020
Ground Truth Evaluation of Neural Network Explanations with CLEVR-XAI L. Arras Ahmed Osman Wojciech Samek XAI AAML 21 150 0 16 Mar 2020
Visual Concept-Metaconcept Learning Chi Han Jiayuan Mao Chuang Gan J. Tenenbaum Jiajun Wu NAI LRM 11 63 0 04 Feb 2020
CLOSURE: Assessing Systematic Generalization of CLEVR Models Dzmitry Bahdanau H. D. Vries Timothy J. O'Donnell Shikhar Murty Philippe Beaudoin Yoshua Bengio Aaron Courville NAI 13 90 0 12 Dec 2019
Transfer Learning in Visual and Relational Reasoning T. S. Jayram Vincent Marois Tomasz Kornuta V. Albouy Emre Sevgen A. Ozcan NAI OOD LRM 19 2 0 27 Nov 2019
Multimodal Intelligence: Representation Learning, Information Fusion, and Applications Chao Zhang Zichao Yang Xiaodong He Li Deng HAI AI4TS 35 324 0 10 Nov 2019
Multi-modal Deep Analysis for Multimedia Wenwu Zhu Xin Wang Hongzhi Li 29 38 0 11 Oct 2019
CLEVRER: CoLlision Events for Video REpresentation and Reasoning Kexin Yi Yuta Saito Yunzhu Li Pushmeet Kohli Jiajun Wu Antonio Torralba J. Tenenbaum NAI 43 457 0 03 Oct 2019
Non-monotonic Logical Reasoning Guiding Deep Learning for Explainable Visual Question Answering Heather Riley Mohan Sridharan NAI 36 0 0 23 Sep 2019
Explainable High-order Visual Question Reasoning: A New Benchmark and Knowledge-routed Network Qingxing Cao Bailin Li Xiaodan Liang Liang Lin 33 13 0 23 Sep 2019
Graph Neural Networks for Image Understanding Based on Multiple Cues: Group Emotion Recognition and Event Recognition as Use Cases Xin Guo Luisa F. Polanía Bin Zhu C. Boncelet Kenneth Barner 24 28 0 19 Sep 2019
Self-Assembling Modular Networks for Interpretable Multi-Hop Reasoning Yichen Jiang Joey Tianyi Zhou ReLM LRM 11 72 0 12 Sep 2019
What is needed for simple spatial language capabilities in VQA? A. Kuhnle Ann A. Copestake CoGe 23 1 0 17 Aug 2019
Recognizing Part Attributes with Insufficient Data Xiangyu Zhao Yi Yang Feng Zhou Xiao Tan Yuchen Yuan Sid Ying-Ze Bao Ying Nian Wu 17 20 0 09 Aug 2019
Trends in Integration of Vision and Language Research: A Survey of Tasks, Datasets, and Methods Aditya Mogadala M. Kalimuthu Dietrich Klakow VLM 25 132 0 22 Jul 2019
Learning by Abstraction: The Neural State Machine Drew A. Hudson Christopher D. Manning NAI OCL 16 258 0 09 Jul 2019
Learning Dynamics of Attention: Human Prior for Interpretable Machine Reasoning Wonjae Kim Yoonho Lee 16 6 0 28 May 2019
Structure Learning for Neural Module Networks Vardaan Pahuja Jie Fu Sarath Chandar C. Pal 15 7 0 27 May 2019
Neural Logic Machines Honghua Dong Jiayuan Mao Tian Lin Chong-Jun Wang Lihong Li Denny Zhou NAI LRM AI4CE 30 248 0 26 Apr 2019
The Neuro-Symbolic Concept Learner: Interpreting Scenes, Words, and Sentences From Natural Supervision Jiayuan Mao Chuang Gan Pushmeet Kohli J. Tenenbaum Jiajun Wu NAI 16 686 0 26 Apr 2019
Question Guided Modular Routing Networks for Visual Question Answering Yanze Wu Qiang Sun Jianqi Ma Bin Li Yanwei Fu Yao Peng Xiangyang Xue 23 1 0 17 Apr 2019
RAVEN: A Dataset for Relational and Analogical Visual rEasoNing Chi Zhang Feng Gao Baoxiong Jia Yixin Zhu Song-Chun Zhu AIMat 32 304 0 07 Mar 2019
Answer Them All! Toward Universal Visual Question Answering Models Robik Shrestha Kushal Kafle Christopher Kanan 25 82 0 01 Mar 2019
MUREL: Multimodal Relational Reasoning for Visual Question Answering Rémi Cadène H. Ben-younes Matthieu Cord Nicolas Thome LRM 19 271 0 25 Feb 2019
Probabilistic Neural-symbolic Models for Interpretable Visual Question Answering Ramakrishna Vedantam Karan Desai Stefan Lee Marcus Rohrbach Dhruv Batra Devi Parikh NAI BDL 23 85 0 21 Feb 2019
Robust Change Captioning Dong Huk Park Trevor Darrell Anna Rohrbach 30 5 0 08 Jan 2019
CLEVR-Ref+: Diagnosing Visual Reasoning with Referring Expressions Runtao Liu Chenxi Liu Yutong Bai Alan Yuille NAI ObjD 22 122 0 03 Jan 2019
Gold Seeker: Information Gain from Policy Distributions for Goal-oriented Vision-and-Langauge Reasoning Ehsan Abbasnejad Iman Abbasnejad Qi Wu Javen Qinfeng Shi Anton Van Den Hengel OffRL 33 5 0 16 Dec 2018
Interaction Design for Explainable AI: Workshop Proceedings Prashan Madumal Ronal Singh Joshua Newn F. Vetere 13 1 0 13 Dec 2018
Explainable and Explicit Visual Reasoning over Scene Graphs Jiaxin Shi Hanwang Zhang Juan-Zi Li OCL 169 230 0 05 Dec 2018
Generating Diverse Programs with Instruction Conditioned Reinforced Adversarial Learning Aishwarya Agrawal Mateusz Malinowski Felix Hill S. M. Ali Eslami Oriol Vinyals Tejas D. Kulkarni 21 4 0 03 Dec 2018
VQA with no questions-answers training B. Vatashsky S. Ullman 41 12 0 20 Nov 2018
On transfer learning using a MAC model variant Vincent Marois T. S. Jayram V. Albouy Tomasz Kornuta Younes Bouhadjar A. Ozcan DRL 26 9 0 15 Nov 2018
A Corpus for Reasoning About Natural Language Grounded in Photographs Alane Suhr Stephanie Zhou Ally Zhang Iris Zhang Huajun Bai Yoav Artzi LRM 42 589 0 01 Nov 2018
Neural-Symbolic VQA: Disentangling Reasoning from Vision and Language Understanding Kexin Yi Jiajun Wu Chuang Gan Antonio Torralba Pushmeet Kohli J. Tenenbaum NAI 46 599 0 04 Oct 2018
How clever is the FiLM model, and how clever can it be? A. Kuhnle Huiyuan Xie Ann A. Copestake 30 6 0 09 Sep 2018
Cascaded Mutual Modulation for Visual Reasoning Yiqun Yao Jiaming Xu Feng Wang Bo Xu LRM 23 14 0 06 Sep 2018