Training for the Future: A Simple Gradient Interpolation Loss to
Generalize Along Time

Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time

15 August 2021

Soumyadeep Thakur

Sunita Sarawagi

Papers citing "Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time"

14 / 14 papers shown

Title
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
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data Kai Helli David Schnurr Noah Hollmann Samuel G. Müller Frank Hutter OOD 36 4 0 15 Nov 2024
Continuous Temporal Domain Generalization Z. Cai Guangji Bai Renhe Jiang Xuan Song Liang Zhao 38 2 0 25 May 2024
Generalizing across Temporal Domains with Koopman Operators Qiuhao Zeng Wei Wang Fan Zhou Gezheng Xu Ruizhi Pu Changjian Shui Christian Gagné Shichun Yang Boyu Wang Charles X. Ling OOD AI4CE 21 6 0 12 Feb 2024
Continuous Treatment Effect Estimation Using Gradient Interpolation and Kernel Smoothing Lokesh Nagalapatti Akshay Iyer Abir De Sunita Sarawagi CML 27 6 0 27 Jan 2024
Enhancing Evolving Domain Generalization through Dynamic Latent Representations Binghui Xie Yongqiang Chen Jiaqi Wang Kaiwen Zhou Bo Han Wei Meng James Cheng 33 5 0 16 Jan 2024
MADG: Margin-based Adversarial Learning for Domain Generalization Aveen Dayal B. VimalK. Linga Reddy Cenkeramaddi C. K. Mohan Abhinav Kumar Vineeth N. Balasubramanian OOD AAML 24 63 0 14 Nov 2023
Prompting-based Temporal Domain Generalization Sepidehsadat Hosseini Mengyao Zhai Hossein Hajimirsadegh Frederick Tung AI4TS AI4CE OOD 20 0 0 03 Oct 2023
CODA: Temporal Domain Generalization via Concept Drift Simulator Chia-Yuan Chang Yu-Neng Chuang Zhimeng Jiang Kwei-Herng Lai Anxiao Jiang Na Zou OOD 13 4 0 02 Oct 2023
DEJA VU: Continual Model Generalization For Unseen Domains Chenxi Liu Lixu Wang Lingjuan Lyu Chen Sun Xiao Wang Qi Zhu CLL OOD 21 22 0 25 Jan 2023
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment Qiuhao Zeng W. Wang Fan Zhou Charles X. Ling Boyu Wang OOD ViT 19 15 0 19 Jan 2023
Deep Spatial Domain Generalization Dazhou Yu Guangji Bai Yun-Qing Li Liang Zhao OOD 19 4 0 03 Oct 2022
FedDAR: Federated Domain-Aware Representation Learning Aoxiao Zhong Hao He Zhaolin Ren Na Li Quanzheng Li OOD AI4CE 29 9 0 08 Sep 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks Guangji Bai Ling-Hao Chen Liang Zhao OOD AI4TS AI4CE 23 27 0 21 May 2022