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2005.00944
Cited By
Understanding and Improving Information Transfer in Multi-Task Learning
International Conference on Learning Representations (ICLR), 2020
2 May 2020
Sen Wu
Hongyang R. Zhang
Christopher Ré
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HuggingFace (1 upvotes)
Papers citing
"Understanding and Improving Information Transfer in Multi-Task Learning"
50 / 109 papers shown
Title
Efficient Computation Sharing for Multi-Task Visual Scene Understanding
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Estimating Treatment Effects from Irregular Time Series Observations with Hidden Confounders
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James Enouen
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PrefixMol: Target- and Chemistry-aware Molecule Design via Prefix Embedding
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196
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Neural Information Processing Systems (NeurIPS), 2023
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Task-Adaptive Meta-Learning Framework for Advancing Spatial Generalizability
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10 Dec 2022
Fair Generative Models via Transfer Learning
AAAI Conference on Artificial Intelligence (AAAI), 2022
Christopher T. H. Teo
Milad Abdollahzadeh
Ngai-Man Cheung
157
28
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02 Dec 2022
GLUE-X: Evaluating Natural Language Understanding Models from an Out-of-distribution Generalization Perspective
Annual Meeting of the Association for Computational Linguistics (ACL), 2022
Linyi Yang
Shuibai Zhang
Libo Qin
Yafu Li
Yidong Wang
Hanmeng Liu
Yongfeng Zhang
Xingxu Xie
Yue Zhang
ELM
409
91
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Task Compass: Scaling Multi-task Pre-training with Task Prefix
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Zhuosheng Zhang
Shuohang Wang
Yichong Xu
Yuwei Fang
Wenhao Yu
Yang Liu
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Michael Zeng
SSL
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118
19
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A Kernel-Based View of Language Model Fine-Tuning
International Conference on Machine Learning (ICML), 2022
Sadhika Malladi
Alexander Wettig
Dingli Yu
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Sanjeev Arora
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236
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Universal Prompt Tuning for Graph Neural Networks
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Taoran Fang
Yunchao Zhang
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On Transfer of Adversarial Robustness from Pretraining to Downstream Tasks
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Harsh Raj
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Yash Sharma
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Saliency-Regularized Deep Multi-Task Learning
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Guangji Bai
Liang Zhao
120
12
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03 Jul 2022
DNA: Proximal Policy Optimization with a Dual Network Architecture
Neural Information Processing Systems (NeurIPS), 2022
Mathew H. Aitchison
Penny Sweetser
OffRL
80
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0
20 Jun 2022
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge
Neural Information Processing Systems (NeurIPS), 2022
Linxi Fan
Guanzhi Wang
Yunfan Jiang
Ajay Mandlekar
Yuncong Yang
Haoyi Zhu
Andrew Tang
De-An Huang
Yuke Zhu
Anima Anandkumar
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Modularized Transfer Learning with Multiple Knowledge Graphs for Zero-shot Commonsense Reasoning
North American Chapter of the Association for Computational Linguistics (NAACL), 2022
Yu Jin Kim
Beong-woo Kwak
Youngwook Kim
Reinald Kim Amplayo
Seung-won Hwang
Jinyoung Yeo
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110
16
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08 Jun 2022
Robust Fine-Tuning of Deep Neural Networks with Hessian-based Generalization Guarantees
International Conference on Machine Learning (ICML), 2022
Haotian Ju
Dongyue Li
Hongyang R. Zhang
242
34
0
06 Jun 2022
Compressed Hierarchical Representations for Multi-Task Learning and Task Clustering
IEEE International Joint Conference on Neural Network (IJCNN), 2022
João Machado de Freitas
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Bernhard C. Geiger
Manfred Mücke
151
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InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning
Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Prakhar Gupta
Cathy Jiao
Yi-Ting Yeh
Shikib Mehri
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Jeffrey P. Bigham
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208
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25 May 2022
Improving Multi-Task Generalization via Regularizing Spurious Correlation
Neural Information Processing Systems (NeurIPS), 2022
Ziniu Hu
Zhe Zhao
Xinyang Yi
Tiansheng Yao
Lichan Hong
Luke Huan
Ed H. Chi
OOD
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225
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19 May 2022
XLTime: A Cross-Lingual Knowledge Transfer Framework for Temporal Expression Extraction
Dongyuan Li
William Groves
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Joel R. Tetreault
Alex Jaimes
Hao Peng
Philip S. Yu
77
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03 May 2022
Jack and Masters of all Trades: One-Pass Learning Sets of Model Sets From Large Pre-Trained Models
IEEE Computational Intelligence Magazine (IEEE CIM), 2022
Han Xiang Choong
Yew-Soon Ong
Abhishek Gupta
Caishun Chen
Ray Lim
96
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Control-Aware Prediction Objectives for Autonomous Driving
IEEE International Conference on Robotics and Automation (ICRA), 2022
R. McAllister
Blake Wulfe
Jean Mercat
Logan Ellis
Sergey Levine
Adrien Gaidon
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KOBEST: Korean Balanced Evaluation of Significant Tasks
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Myeongjun Jang
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Eric Davis
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113
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Provable and Efficient Continual Representation Learning
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Mingchen Li
M. Salman Asif
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HyperPrompt: Prompt-based Task-Conditioning of Transformers
International Conference on Machine Learning (ICML), 2022
Yun He
H. Zheng
Yi Tay
Jai Gupta
Yu Du
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Yaguang Li
Zhaoji Chen
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Heng-Tze Cheng
Ed H. Chi
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105
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01 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases
International Conference on Machine Learning (ICML), 2022
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Jordan T. Ash
Surbhi Goel
Dipendra Kumar Misra
Cyril Zhang
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183
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Fine-Tuning can Distort Pretrained Features and Underperform Out-of-Distribution
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Ananya Kumar
Aditi Raghunathan
Robbie Jones
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OODD
251
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Adaptive and Robust Multi-Task Learning
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Yaqi Duan
Kaizheng Wang
299
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Gap Minimization for Knowledge Sharing and Transfer
Journal of machine learning research (JMLR), 2022
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Jorge Armando Mendez Mendez
Changjian Shui
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Christian Gagné
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GearNet: Stepwise Dual Learning for Weakly Supervised Domain Adaptation
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Renchunzi Xie
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Bo An
156
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Learning Multi-Tasks with Inconsistent Labels by using Auxiliary Big Task
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Songcan Chen
127
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Analysis and Prediction of NLP Models Via Task Embeddings
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Marie-Francine Moens
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Transfer Learning in Conversational Analysis through Reusing Preprocessing Data as Supervisors
Joshua Y. Kim
Tongliang Liu
K. Yacef
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Improved Regularization and Robustness for Fine-tuning in Neural Networks
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NoLa
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Multi-Task Learning based Convolutional Models with Curriculum Learning for the Anisotropic Reynolds Stress Tensor in Turbulent Duct Flow
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Pareto Navigation Gradient Descent: a First-Order Algorithm for Optimization in Pareto Set
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199
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Noise2Recon: Enabling Joint MRI Reconstruction and Denoising with Semi-Supervised and Self-Supervised Learning
Arjun D Desai
Batu Mehmet Ozturkler
Christopher M. Sandino
R. Boutin
M. Willis
S. Vasanawala
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John M. Pauly
Akshay S. Chaudhari
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On the Complementarity of Data Selection and Fine Tuning for Domain Adaptation
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David Grangier
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Efficiently Identifying Task Groupings for Multi-Task Learning
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Pay Better Attention to Attention: Head Selection in Multilingual and Multi-Domain Sequence Modeling
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100
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Understanding and Improving Fairness-Accuracy Trade-offs in Multi-Task Learning
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Yuyan Wang
Xuezhi Wang
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Flavien Prost
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Cross-Network Learning with Partially Aligned Graph Convolutional Networks
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Distribution Matching for Heterogeneous Multi-Task Learning: a Large-scale Face Study
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CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP
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Bill Yuchen Lin
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Embedding Adaptation is Still Needed for Few-Shot Learning
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Learning Twofold Heterogeneous Multi-Task by Sharing Similar Convolution Kernel Pairs
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Songcan Chen
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Comparing Deep Learning strategies for paired but unregistered multimodal segmentation of the liver in T1 and T2-weighted MRI
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Mathilde Trintignac
O. Nempont
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