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Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time
15 August 2021
Anshul Nasery
Soumyadeep Thakur
Vihari Piratla
A. De
Sunita Sarawagi
AI4TS
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Papers citing
"Training for the Future: A Simple Gradient Interpolation Loss to Generalize Along Time"
18 / 18 papers shown
Temporal Generalization: A Reality Check
Divyam Madaan
S. Chopra
Kyunghyun Cho
OOD
AI4TS
163
0
0
27 Sep 2025
Online time series prediction using feature adjustment
Xiannan Huang
Shuhan Qiu
Jiayuan Du
Chao Yang
AI4TS
TTA
320
0
0
04 Sep 2025
Learning Robust Spectral Dynamics for Temporal Domain Generalization
En Yu
Jie Lu
Xiaoyu Yang
G. Zhang
Zhen Fang
OOD
259
13
0
19 May 2025
Continuous Domain Generalization
Zekun Cai
Yiheng Yao
Guangji Bai
Renhe Jiang
Xuan Song
Ryosuke Shibasaki
Liang Zhao
OOD
618
1
0
17 May 2025
Learning Latent Spaces for Domain Generalization in Time Series Forecasting
Songgaojun Deng
Maarten de Rijke
CML
AI4TS
OOD
BDL
378
1
0
15 Dec 2024
Drift-Resilient TabPFN: In-Context Learning Temporal Distribution Shifts on Tabular Data
Neural Information Processing Systems (NeurIPS), 2024
Kai Helli
David Schnurr
Noah Hollmann
Samuel G. Müller
Katharina Eggensperger
OOD
405
23
0
15 Nov 2024
Continuous Temporal Domain Generalization
Zekun Cai
Guangji Bai
Renhe Jiang
Xuan Song
Bo Pan
275
15
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 Ling
OOD
AI4CE
249
13
0
12 Feb 2024
Continuous Treatment Effect Estimation Using Gradient Interpolation and Kernel Smoothing
AAAI Conference on Artificial Intelligence (AAAI), 2024
Lokesh Nagalapatti
Akshay Iyer
Abir De
Sunita Sarawagi
CML
251
12
0
27 Jan 2024
Enhancing Evolving Domain Generalization through Dynamic Latent Representations
AAAI Conference on Artificial Intelligence (AAAI), 2024
Binghui Xie
Yongqiang Chen
Jiaqi Wang
Kaiwen Zhou
Bo Han
Wei Meng
James Cheng
316
9
0
16 Jan 2024
MADG: Margin-based Adversarial Learning for Domain Generalization
Neural Information Processing Systems (NeurIPS), 2023
Aveen Dayal
B. VimalK.
Linga Reddy Cenkeramaddi
C. K. Mohan
Abhinav Kumar
Vineeth N. Balasubramanian
OOD
AAML
331
80
0
14 Nov 2023
Prompting-based Temporal Domain Generalization
Sepidehsadat Hosseini
Mengyao Zhai
Hossein Hajimirsadegh
Frederick Tung
AI4TS
AI4CE
OOD
302
0
0
03 Oct 2023
CODA: Temporal Domain Generalization via Concept Drift Simulator
Knowledge Discovery and Data Mining (KDD), 2023
Chia-Yuan Chang
Yu-Neng Chuang
Zhimeng Jiang
Kwei-Herng Lai
Anxiao Jiang
Na Zou
OOD
254
6
0
02 Oct 2023
DEJA VU: Continual Model Generalization For Unseen Domains
International Conference on Learning Representations (ICLR), 2023
Chenxi Liu
Lixu Wang
Lingjuan Lyu
Chen Sun
Tianlin Li
Qi Zhu
CLL
OOD
257
28
0
25 Jan 2023
Foresee What You Will Learn: Data Augmentation for Domain Generalization in Non-stationary Environment
AAAI Conference on Artificial Intelligence (AAAI), 2023
Qiuhao Zeng
Wei Wang
Fan Zhou
Charles Ling
Boyu Wang
OOD
ViT
372
20
0
19 Jan 2023
Deep Spatial Domain Generalization
Industrial Conference on Data Mining (IDM), 2022
Dazhou Yu
Guangji Bai
Yun Li
Bo Pan
OOD
271
6
0
03 Oct 2022
FedDAR: Federated Domain-Aware Representation Learning
International Conference on Learning Representations (ICLR), 2022
Aoxiao Zhong
Hao He
Tongzheng Ren
Na Li
Shijie Zhao
OOD
AI4CE
331
16
0
08 Sep 2022
Temporal Domain Generalization with Drift-Aware Dynamic Neural Networks
International Conference on Learning Representations (ICLR), 2022
Guangji Bai
Ling-Hao Chen
Bo Pan
OOD
AI4TS
AI4CE
354
40
0
21 May 2022
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