Towards Out-Of-Distribution Generalization: A Survey

31 August 2021

Peng Cui

Papers citing "Towards Out-Of-Distribution Generalization: A Survey"

50 / 322 papers shown

Title
Heterogeneous Data Game: Characterizing the Model Competition Across Multiple Data Sources Renzhe Xu K. Wang Bo Li 31 0 0 12 May 2025
Decision Making under Model Misspecification: DRO with Robust Bayesian Ambiguity Sets Charita Dellaporta Patrick O'Hara Theodoros Damoulas 38 0 0 06 May 2025
Risk Analysis and Design Against Adversarial Actions M. Campi A. Carè Luis G. Crespo S. Garatti Federico A. Ramponi AAML 121 0 0 02 May 2025
Federated Adapter on Foundation Models: An Out-Of-Distribution Approach Yiyuan Yang Guodong Long Tianyi Zhou Qinghua Lu Shanshan Ye Jing Jiang OODD 168 1 0 02 May 2025
A Knowledge-Informed Deep Learning Paradigm for Generalizable and Stability-Optimized Car-Following Models C. Wang Dongyao Jia Wei Wang Dong Ngoduy Bei Peng Jianping Wang 19 0 0 19 Apr 2025
LLM Social Simulations Are a Promising Research Method Jacy Reese Anthis Ryan Liu Sean M. Richardson Austin C. Kozlowski Bernard Koch James A. Evans Erik Brynjolfsson Michael S. Bernstein ALM 51 5 0 03 Apr 2025
A scalable gene network model of regulatory dynamics in single cells Paul Bertin J. Viviano Alejandro Tejada-Lapuerta Weixu Wang Stefan Bauer Fabian J. Theis Yoshua Bengio 38 0 0 25 Mar 2025
Causal invariant geographic network representations with feature and structural distribution shifts Yuhan Wang Silu He Qinyao Luo Hongyuan Yuan Ling Zhao Jiawei Zhu Haifeng Li OOD 64 0 0 25 Mar 2025
Graph neural networks extrapolate out-of-distribution for shortest paths Robert Nerem Samantha Chen Sanjoy Dasgupta Yusu Wang 42 0 0 24 Mar 2025
Riemannian Geometric-based Meta Learning JuneYoung Park YuMi Lee Tae Joon Kim Jang-Hwan Choi 50 0 0 14 Mar 2025
Enhancing Deep Learning Based Structured Illumination Microscopy Reconstruction with Light Field Awareness Long-Kun Shan Ze-Hao Wang Tong-Tian Weng Xiang-Dong Chen Fang-Wen Sun 45 0 0 14 Mar 2025
Boosting the Generalization and Reasoning of Vision Language Models with Curriculum Reinforcement Learning Huilin Deng Ding Zou Rui Ma Hongchen Luo Yang Cao Yu Kang LRM VLM 52 8 0 10 Mar 2025
Unseen Fake News Detection Through Casual Debiasing Shuzhi Gong Richard Sinnott Jianzhong Qi Cécile Paris CML 36 0 0 06 Mar 2025
Pick-and-place Manipulation Across Grippers Without Retraining: A Learning-optimization Diffusion Policy Approach Xiangtong Yao Yirui Zhou Y. Meng Liangyu Dong Lin Hong Zitao Zhang Zhenshan Bing Kai Huang Fuchun Sun Alois C. Knoll 77 0 0 24 Feb 2025
Leveraging Intermediate Representations for Better Out-of-Distribution Detection Gianluca Guglielmo Marc Masana OODD 66 0 0 18 Feb 2025
A Communication Framework for Compositional Generation Rafael Elberg Mircea Petrache Denis Parra 88 0 0 17 Feb 2025
Develop AI Agents for System Engineering in Factorio Neel Kant 37 0 0 03 Feb 2025
Harmonic Loss Trains Interpretable AI Models David D. Baek Ziming Liu Riya Tyagi Max Tegmark 94 2 0 03 Feb 2025
Concept Matching with Agent for Out-of-Distribution Detection YuXiao Lee Xiaofeng Cao Jingcai Guo Wei Ye Qing-Wu Guo Yi Chang 63 0 0 08 Jan 2025
Causal-aware Graph Neural Architecture Search under Distribution Shifts Peiwen Li Xin Wang Zeyang Zhang Yi Qin Ziwei Zhang Jialong Wang Yang Li Wenwu Zhu CML OOD 60 4 0 31 Dec 2024
Seeking Consistent Flat Minima for Better Domain Generalization via Refining Loss Landscapes Aodi Li Liansheng Zhuang Xiao Long Minghong Yao Shafei Wang 180 0 0 18 Dec 2024
ClarityEthic: Explainable Moral Judgment Utilizing Contrastive Ethical Insights from Large Language Models Yuxi Sun Wei Gao Jing Ma Hongzhan Lin Ziyang Luo Wenxuan Zhang ELM 82 0 0 17 Dec 2024
Learning Latent Spaces for Domain Generalization in Time Series Forecasting Songgaojun Deng Maarten de Rijke CML AI4TS OOD BDL 68 0 0 15 Dec 2024
Safety Monitoring of Machine Learning Perception Functions: a Survey Raul Sena Ferreira Joris Guérin Kevin Delmas Jérémie Guiochet H. Waeselynck 67 0 0 09 Dec 2024
DREAM: Domain-agnostic Reverse Engineering Attributes of Black-box Model Rongqing Li Jiaqi Yu Changsheng Li Wenhan Luo Ye Yuan Guoren Wang MLAU 78 0 0 08 Dec 2024
NCDD: Nearest Centroid Distance Deficit for Out-Of-Distribution Detection in Gastrointestinal Vision Sandesh Pokhrel Sanjay Bhandari Sharib Ali Tryphon Lambrou Anh Nguyen Y. Shrestha Angus Watson Danail Stoyanov P. Gyawali Binod Bhattarai 64 1 0 02 Dec 2024
Aligning Generalisation Between Humans and Machines Filip Ilievski Barbara Hammer F. V. Harmelen Benjamin Paassen S. Saralajew ... Vered Shwartz Gabriella Skitalinskaya Clemens Stachl Gido M. van de Ven T. Villmann 75 1 0 23 Nov 2024
FodFoM: Fake Outlier Data by Foundation Models Creates Stronger Visual Out-of-Distribution Detector Jiankang Chen Ling Deng Zhiyong Gan Wei-Shi Zheng Ruixuan Wang OODD 84 0 0 22 Nov 2024
TagFog: Textual Anchor Guidance and Fake Outlier Generation for Visual Out-of-Distribution Detection Jiankang Chen Tong Zhang Wei-Shi Zheng Ruixuan Wang OODD 109 2 0 22 Nov 2024
Drone Detection using Deep Neural Networks Trained on Pure Synthetic Data Mariusz Wisniewski Zeeshan A. Rana Ivan Petrunin Alan Holt Stephen Harman 26 1 0 13 Nov 2024
A Picture is Worth A Thousand Numbers: Enabling LLMs Reason about Time Series via Visualization Haoxin Liu Chenghao Liu B. Prakash AI4TS LRM 88 6 0 09 Nov 2024
Problem Space Transformations for Generalisation in Behavioural Cloning Kiran Doshi Marco Bagatella Stelian Coros 33 0 0 06 Nov 2024
Federated Learning with Relative Fairness Shogo H. Nakakita Tatsuya Kaneko Shinya Takamaeda-Yamazaki Masaaki Imaizumi FedML 30 2 0 02 Nov 2024
Reconstructing dynamics from sparse observations with no training on target system Zheng-Meng Zhai Jun-Yin Huang Benjamin D. Stern Y. Lai 28 0 0 28 Oct 2024
FuseFL: One-Shot Federated Learning through the Lens of Causality with Progressive Model Fusion Zhenheng Tang Yonggang Zhang Peijie Dong Y. Cheung Amelie Chi Zhou Bo Han Xiaowen Chu FedML MoMe AI4CE 49 6 0 27 Oct 2024
DeCaf: A Causal Decoupling Framework for OOD Generalization on Node Classification Xiaoxue Han Huzefa Rangwala Yue Ning BDL OOD CML 28 0 0 27 Oct 2024
Toward Generalizable Multiple Sclerosis Lesion Segmentation Models Liviu Badea Maria Popa AI4CE 23 0 0 25 Oct 2024
Dynamic Intelligence Assessment: Benchmarking LLMs on the Road to AGI with a Focus on Model Confidence Norbert Tihanyi Tamás Bisztray Richard A. Dubniczky Rebeka Tóth B. Borsos ... Ryan Marinelli Lucas C. Cordeiro Merouane Debbah Vasileios Mavroeidis Audun Josang 23 4 0 20 Oct 2024
Are LLMs Good Zero-Shot Fallacy Classifiers? Fengjun Pan Xiaobao Wu Zongrui Li Anh Tuan Luu LRM 40 9 0 19 Oct 2024
When to Trust Your Data: Enhancing Dyna-Style Model-Based Reinforcement Learning With Data Filter Yansong Li Zeyu Dong Ertai Luo Yu Wu Shuo Wu Shuo Han 27 2 0 16 Oct 2024
Generalization from Starvation: Hints of Universality in LLM Knowledge Graph Learning David D. Baek Yuxiao Li Max Tegmark 44 2 0 10 Oct 2024
Tri-Level Navigator: LLM-Empowered Tri-Level Learning for Time Series OOD Generalization Chengtao Jian Kai Yang Yang Jiao AI4TS 29 3 0 09 Oct 2024
Trained Models Tell Us How to Make Them Robust to Spurious Correlation without Group Annotation Mahdi Ghaznavi Hesam Asadollahzadeh Fahimeh Hosseini Noohdani Soroush Vafaie Tabar Hosein Hasani Taha Akbari Alvanagh M. Rohban M. Baghshah 32 0 0 07 Oct 2024
OOD-Chameleon: Is Algorithm Selection for OOD Generalization Learnable? Liangze Jiang Damien Teney OODD OOD 28 1 0 03 Oct 2024
State-of-the-Art Periorbital Distance Prediction and Disease Classification Using Periorbital Features George R. Nahass Ghasem Yazdanpanah Jeffrey C. Peterson Alex Palacios Jeffery Peterson ... Kevin Heinze Chad A. Purnell P. Setabutr Ann Q. Tran Darvin Yi 27 0 0 27 Sep 2024
FedGCA: Global Consistent Augmentation Based Single-Source Federated Domain Generalization Yuan Liu Shu Wang Zhe Qu Xingyu Li Shichao Kan Jianxin Wang FedML 23 2 0 23 Sep 2024
Learning Multi-Manifold Embedding for Out-Of-Distribution Detection Jeng-Lin Li Ming-Ching Chang Wei-Chao Chen OODD 48 1 0 19 Sep 2024
How to Build the Virtual Cell with Artificial Intelligence: Priorities and Opportunities Charlotte Bunne Yusuf Roohani Yanay Rosen Ankit Gupta Xikun Zhang ... Theofanis Karaletsos Aviv Regev Emma Lundberg J. Leskovec Stephen R. Quake 44 18 0 18 Sep 2024
Control+Shift: Generating Controllable Distribution Shifts Roy Friedman Rhea Chowers 44 0 0 12 Sep 2024
Alignment of Diffusion Models: Fundamentals, Challenges, and Future Buhua Liu Shitong Shao Bao Li Lichen Bai Zhiqiang Xu Haoyi Xiong James Kwok Sumi Helal Zeke Xie 39 11 0 11 Sep 2024