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SSL Framework for Causal Inconsistency between Structures and Representations

3 January 2025

Papers citing "SSL Framework for Causal Inconsistency between Structures and Representations"

42 / 42 papers shown

Title
Towards Causal Relationship in Indefinite Data: Baseline Model and New Datasets Hang Chen Xinyu Yang Keqing Du CML 71 2 0 16 Jan 2024
DiscoBAX: Discovery of Optimal Intervention Sets in Genomic Experiment Design Clare Lyle Arash Mehrjou Pascal Notin Andrew Jesson Stefan Bauer Y. Gal Patrick Schwab 98 12 0 07 Dec 2023
High Fidelity Image Counterfactuals with Probabilistic Causal Models Fabio De Sousa Ribeiro Tian Xia M. Monteiro Nick Pawlowski Ben Glocker DiffM 82 40 0 27 Jun 2023
Towards Trustworthy Explanation: On Causal Rationalization Wenbo Zhang Tong Wu Yunlong Wang Yong Cai Hengrui Cai CML 96 18 0 25 Jun 2023
Learning a Structural Causal Model for Intuition Reasoning in Conversation Hang Chen Bingyu Liao Jing Luo Wenjing Zhu Xinyu Yang LRM 104 13 0 28 May 2023
Covariate balancing using the integral probability metric for causal inference Insung Kong Yuha Park Joonhyuk Jung Kwonsang Lee Yongdai Kim 91 8 0 23 May 2023
DEGREE: Decomposition Based Explanation For Graph Neural Networks Qizhang Feng Ninghao Liu Fan Yang Ruixiang Tang Mengnan Du Helen Zhou 90 23 0 22 May 2023
Generative Causal Representation Learning for Out-of-Distribution Motion Forecasting Shayan Shirahmad Gale Bagi Zahra Gharaee Oliver Schulte Mark Crowley OODD OOD 74 13 0 17 Feb 2023
Knowledge-Bridged Causal Interaction Network for Causal Emotion Entailment Weixiang Zhao Yanyan Zhao Zhuojun Li Bing Qin 60 34 0 06 Dec 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 153 635 0 07 Oct 2022
Debiasing Graph Neural Networks via Learning Disentangled Causal Substructure Shaohua Fan Xiao Wang Yanhu Mo Chuan Shi Jian Tang CML OOD AI4CE 117 97 0 28 Sep 2022
Interventional Causal Representation Learning Kartik Ahuja Divyat Mahajan Yixin Wang Yoshua Bengio CML 128 95 0 24 Sep 2022
Towards Optimization and Model Selection for Domain Generalization: A Mixup-guided Solution Wang Lu Jindong Wang Yidong Wang Xingxu Xie OOD 78 5 0 01 Sep 2022
A Meta-Reinforcement Learning Algorithm for Causal Discovery Andreas Sauter Erman Acar Vincent François-Lavet CML 86 19 0 18 Jul 2022
Invariant and Transportable Representations for Anti-Causal Domain Shifts Yibo Jiang Victor Veitch OOD 181 36 0 04 Jul 2022
Image-based Treatment Effect Heterogeneity Connor Jerzak Fredrik D. Johansson Adel Daoud 105 22 0 13 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 532 4,077 0 24 May 2022
Cross-Enhancement Transformer for Action Segmentation Jiahui Wang Zhenyou Wang Shanna Zhuang Hui Wang ViT 90 23 0 19 May 2022
Causality Inspired Representation Learning for Domain Generalization Fangrui Lv Jian Liang Shuang Li Bin Zang Chi Harold Liu Ziteng Wang Di Liu CML OOD 111 174 0 27 Mar 2022
Discovering Invariant Rationales for Graph Neural Networks Yingmin Wu Xiang Wang An Zhang Xiangnan He Tat-Seng Chua OOD AI4CE 170 234 0 30 Jan 2022
Transporting Causal Mechanisms for Unsupervised Domain Adaptation Zhongqi Yue Qianru Sun Xiansheng Hua Hanwang Zhang CML 131 56 0 23 Jul 2021
Directed Acyclic Graph Network for Conversational Emotion Recognition Weizhou Shen Siyue Wu Yunyi Yang Xiaojun Quan 86 243 0 27 May 2021
Coarse to Fine Multi-Resolution Temporal Convolutional Network Dipika Singhania R. Rahaman Angela Yao AI4TS 83 55 0 23 May 2021
Recognizing Emotion Cause in Conversations Soujanya Poria Navonil Majumder Devamanyu Hazarika Deepanway Ghosal Rishabh Bhardwaj ... Romila Ghosh Abhinaba Roy Niyati Chhaya Alexander Gelbukh Rada Mihalcea 98 129 0 22 Dec 2020
Domain adaptation under structural causal models Yuansi Chen Peter Buhlmann CML OOD AI4CE 123 40 0 29 Oct 2020
Alleviating Over-segmentation Errors by Detecting Action Boundaries Yuchi Ishikawa Seito Kasai Y. Aoki Hirokatsu Kataoka 55 139 0 14 Jul 2020
Whitening for Self-Supervised Representation Learning Aleksandr Ermolov Aliaksandr Siarohin E. Sangineto N. Sebe SSL 96 315 0 13 Jul 2020
Amortized Causal Discovery: Learning to Infer Causal Graphs from Time-Series Data Sindy Löwe David Madras R. Zemel Max Welling CML BDL AI4TS 116 133 0 18 Jun 2020
Factorization of the Partial Covariance in Singly-Connected Path Diagrams J. Peña 54 2 0 12 Feb 2020
Causal Discovery from Incomplete Data: A Deep Learning Approach Yuhao Wang Vlado Menkovski Hao Wang Xin Du Mykola Pechenizkiy CML 75 34 0 15 Jan 2020
Integrating overlapping datasets using bivariate causal discovery Anish Dhir Ciarán M. Gilligan-Lee CML 34 20 0 24 Oct 2019
DAG-GNN: DAG Structure Learning with Graph Neural Networks Yue Yu Jie Chen Tian Gao Mo Yu BDL CML GNN 87 490 0 22 Apr 2019
MS-TCN: Multi-Stage Temporal Convolutional Network for Action Segmentation Yazan Abu Farha Juergen Gall 74 668 0 05 Mar 2019
Causal Discovery from Heterogeneous/Nonstationary Data with Independent Changes Erdun Gao Kun Zhang Jiji Zhang Joseph Ramsey Ruben Sanchez-Romero Clark Glymour Bernhard Schölkopf 82 230 0 05 Mar 2019
Abstracting Causal Models Sander Beckers Joseph Y. Halpern 104 107 0 10 Dec 2018
MELD: A Multimodal Multi-Party Dataset for Emotion Recognition in Conversations Soujanya Poria Devamanyu Hazarika Navonil Majumder Gautam Naik Min Zhang Rada Mihalcea 121 1,077 0 05 Oct 2018
DAGs with NO TEARS: Continuous Optimization for Structure Learning Xun Zheng Bryon Aragam Pradeep Ravikumar Eric Xing NoLa CML OffRL 107 950 0 04 Mar 2018
DailyDialog: A Manually Labelled Multi-turn Dialogue Dataset Yanran Li Hui Su Xiaoyu Shen Wenjie Li Ziqiang Cao Shuzi Niu 76 1,305 0 11 Oct 2017
Emotion Detection on TV Show Transcripts with Sequence-based Convolutional Neural Networks Sayyed M. Zahiri Jinho Choi 91 225 0 14 Aug 2017
Domain Adaptation by Using Causal Inference to Predict Invariant Conditional Distributions Sara Magliacane T. V. Ommen Tom Claassen Stephan Bongers Philip Versteeg Joris M. Mooij OOD CML 112 237 0 20 Jul 2017
Causal Consistency of Structural Equation Models Paul Kishan Rubenstein S. Weichwald Stephan Bongers Joris M. Mooij Dominik Janzing Moritz Grosse-Wentrup Bernhard Schölkopf CML 88 129 0 04 Jul 2017
Quo Vadis, Action Recognition? A New Model and the Kinetics Dataset João Carreira Andrew Zisserman 240 8,041 0 22 May 2017