Characterizing and Avoiding Negative Transfer

24 November 2018

Papers citing "Characterizing and Avoiding Negative Transfer"

50 / 77 papers shown

Title
Sample-Efficient Bayesian Transfer Learning for Online Machine Parameter Optimization Philipp Wagner Tobias Nagel Philipp Leube Marco F. Huber 67 0 0 20 Mar 2025
See-Saw Modality Balance: See Gradient, and Sew Impaired Vision-Language Balance to Mitigate Dominant Modality Bias Junehyoung Kwon Mihyeon Kim Eunju Lee Juhwan Choi Youngbin Kim 60 0 0 18 Mar 2025
Transfer Learning in Latent Contextual Bandits with Covariate Shift Through Causal Transportability Mingwei Deng Ville Kyrki Dominik Baumann 43 0 0 27 Feb 2025
Low-Rank and Sparse Model Merging for Multi-Lingual Speech Recognition and Translation Qiuming Zhao Guangzhi Sun Chao Zhang Mingxing Xu Thomas Fang Zheng MoMe VLM 250 1 0 24 Feb 2025
Aggregate to Adapt: Node-Centric Aggregation for Multi-Source-Free Graph Domain Adaptation Zhen Zhang Bingsheng He 111 2 0 05 Feb 2025
BeST -- A Novel Source Selection Metric for Transfer Learning Ashutosh Soni Peizhong Ju A. Eryilmaz Ness B. Shroff 77 0 0 19 Jan 2025
IDEAL: Leveraging Infinite and Dynamic Characterizations of Large Language Models for Query-focused Summarization Jie Cao Dian Jiao Qiang Yan Wenqiao Zhang Siliang Tang Yueting Zhuang 52 1 0 08 Jan 2025
Proxy-informed Bayesian transfer learning with unknown sources Sabina J. Sloman Julien Martinelli Samuel Kaski 38 0 0 05 Nov 2024
Theoretical Insights into Overparameterized Models in Multi-Task and Replay-Based Continual Learning Mohammadamin Banayeeanzade Mahdi Soltanolkotabi Mohammad Rostami CLL LRM 103 1 0 29 Aug 2024
KIND: Knowledge Integration and Diversion for Training Decomposable Models Yucheng Xie Fu Feng Ruixiao Shi Jing Wang Yong Rui Xin Geng VLM 36 4 0 14 Aug 2024
Model Selection with Model Zoo via Graph Learning Ziyu Li Hilco van der Wilk Danning Zhan Megha Khosla A. Bozzon Rihan Hai 51 1 0 05 Apr 2024
Reset & Distill: A Recipe for Overcoming Negative Transfer in Continual Reinforcement Learning Hongjoon Ahn Jinu Hyeon Youngmin Oh Bosun Hwang Taesup Moon CLL OnRL 39 2 0 08 Mar 2024
Multi-source-free Domain Adaptation via Uncertainty-aware Adaptive Distillation Yaxuan Song Jianan Fan Dongnan Liu Weidong Cai 23 0 0 09 Feb 2024
Robust Analysis of Multi-Task Learning Efficiency: New Benchmarks on Light-Weighed Backbones and Effective Measurement of Multi-Task Learning Challenges by Feature Disentanglement Dayou Mao Yuhao Chen Yifan Wu Maximilian Gilles Alexander Wong AAML 41 0 0 05 Feb 2024
Online Boosting Adaptive Learning under Concept Drift for Multistream Classification Enshui Yu Jie Lu Bin Zhang Guangquan Zhang 32 18 0 17 Dec 2023
Discourse Relations Classification and Cross-Framework Discourse Relation Classification Through the Lens of Cognitive Dimensions: An Empirical Investigation Yingxue Fu 24 0 0 01 Nov 2023
GAMER-MRIL identifies Disability-Related Brain Changes in Multiple Sclerosis Po--Jui Lu Benjamin Odry M. Barakovic Matthias Weigel Robin Sandkühler ... Mario Ocampo Pineda J. Kuhle L. Kappos Philippe C. Cattin Cristina Granziera 40 0 0 15 Aug 2023
Why Does Little Robustness Help? Understanding and Improving Adversarial Transferability from Surrogate Training Yechao Zhang Shengshan Hu Leo Yu Zhang Junyu Shi Minghui Li Xiaogeng Liu Wei Wan Hai Jin AAML 32 21 0 15 Jul 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 41 5 0 05 Jul 2023
Unraveling the Interconnected Axes of Heterogeneity in Machine Learning for Democratic and Inclusive Advancements Maryam Molamohammadi Afaf Taik Nicolas Le Roux G. Farnadi 39 1 0 11 Jun 2023
FACT: Federated Adversarial Cross Training Stefan Schrod Jonas Lippl Andreas Schäfer Michael Altenbuchinger FedML HILM 21 3 0 01 Jun 2023
Addressing Negative Transfer in Diffusion Models Hyojun Go Jinyoung Kim Yunsung Lee Seunghyun Lee Shinhyeok Oh Hyeongdon Moon Seungtaek Choi DiffM VLM 37 24 0 01 Jun 2023
Can We Evaluate Domain Adaptation Models Without Target-Domain Labels? Jianfei Yang Hanjie Qian Yuecong Xu Kai Wang Lihua Xie 44 9 0 30 May 2023
Model-based adaptation for sample efficient transfer in reinforcement learning control of parameter-varying systems Ibrahim Ahmed Marcos Quiñones-Grueiro G. Biswas 28 0 0 20 May 2023
Comparison of Transfer Learning based Additive Manufacturing Models via A Case Study Yifan Tang M. Rahmani Dehaghani G. G. Wang AI4CE 30 1 0 17 May 2023
SLTUNET: A Simple Unified Model for Sign Language Translation Biao Zhang Mathias Müller Rico Sennrich SLR 43 33 0 02 May 2023
EvoluNet: Advancing Dynamic Non-IID Transfer Learning on Graphs Haohui Wang Yuzhen Mao Yujun Yan Yaoqing Yang Jianhui Sun ... Si Zhang Alison Hu Edward Bowen Tyler Cody Dawei Zhou 49 2 0 01 May 2023
Deep Transfer Learning for Automatic Speech Recognition: Towards Better Generalization Hamza Kheddar Yassine Himeur S. Al-Maadeed Abbes Amira F. Bensaali 52 76 0 27 Apr 2023
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization Yi-Syuan Chen Yun-Zhu Song Hong-Han Shuai 33 6 0 24 Mar 2023
Sensitivity-Aware Visual Parameter-Efficient Fine-Tuning Haoyu He Jianfei Cai Jing Zhang Dacheng Tao Bohan Zhuang VPVLM 22 50 0 15 Mar 2023
MINOTAUR: Multi-task Video Grounding From Multimodal Queries Raghav Goyal E. Mavroudi Xitong Yang Sainbayar Sukhbaatar Leonid Sigal Matt Feiszli Lorenzo Torresani Du Tran 36 7 0 16 Feb 2023
Multipath agents for modular multitask ML systems Andrea Gesmundo 28 1 0 06 Feb 2023
Graph Neural Network based Child Activity Recognition Sanka Mohottala Pradeepa Samarasinghe D. Kasthurirathna Charith Abhayaratne BDL GNN 18 5 0 18 Dec 2022
Multi-VALUE: A Framework for Cross-Dialectal English NLP Caleb Ziems William B. Held Jingfeng Yang Jwala Dhamala Rahul Gupta Diyi Yang 51 41 0 15 Dec 2022
Deep representation learning: Fundamentals, Perspectives, Applications, and Open Challenges K. T. Baghaei Amirreza Payandeh Pooya Fayyazsanavi Shahram Rahimi Zhiqian Chen Somayeh Bakhtiari Ramezani FaML AI4TS 40 6 0 27 Nov 2022
A Survey of Learning Curves with Bad Behavior: or How More Data Need Not Lead to Better Performance Marco Loog T. Viering 28 1 0 25 Nov 2022
Subsidiary Prototype Alignment for Universal Domain Adaptation Jogendra Nath Kundu Suvaansh Bhambri Akshay Ravindra Kulkarni Hiran Sarkar Varun Jampani R. Venkatesh Babu 37 21 0 28 Oct 2022
Memory Consistent Unsupervised Off-the-Shelf Model Adaptation for Source-Relaxed Medical Image Segmentation Xiaofeng Liu Fangxu Xing Xiaofeng Liu Jonghye Woo OOD 46 30 0 16 Sep 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 59 8 0 10 Jul 2022
CARLANE: A Lane Detection Benchmark for Unsupervised Domain Adaptation from Simulation to multiple Real-World Domains Julian Gebele Bonifaz Stuhr Johann Haselberger 26 12 0 16 Jun 2022
Evaluating Self-Supervised Learning for Molecular Graph Embeddings Hanchen Wang Jean Kaddour Shengchao Liu Jian Tang Joan Lasenby Qi Liu 35 20 0 16 Jun 2022
Domain Generalization via Selective Consistency Regularization for Time Series Classification Wenyu Zhang Mohamed Ragab Chuan-Sheng Foo OOD AI4TS 27 2 0 16 Jun 2022
muNet: Evolving Pretrained Deep Neural Networks into Scalable Auto-tuning Multitask Systems Andrea Gesmundo J. Dean 36 19 0 22 May 2022
Self-training with Two-phase Self-augmentation for Few-shot Dialogue Generation Wanyu Du Hanjie Chen Yangfeng Ji 31 1 0 19 May 2022
Phylogeny-Inspired Adaptation of Multilingual Models to New Languages Fahim Faisal Antonios Anastasopoulos AI4CE LRM 34 26 0 19 May 2022
Transfer Dynamics in Emergent Evolutionary Curricula Aaron Dharna Amy K. Hoover Julian Togelius Lisa Soros 27 6 0 03 Mar 2022
Collaborative Training of Heterogeneous Reinforcement Learning Agents in Environments with Sparse Rewards: What and When to Share? Alain Andres Esther Villar-Rodriguez Javier Del Ser 22 9 0 24 Feb 2022
Multi-task head pose estimation in-the-wild Roberto Valle J. M. Buenaposada Luis Baumela CVBM 20 67 0 04 Feb 2022
Source data selection for out-of-domain generalization Xinran Miao Kris Sankaran OODD 11 0 0 04 Feb 2022
Conditional Generation of Medical Time Series for Extrapolation to Underrepresented Populations Simon Bing Andrea Dittadi Stefan Bauer Patrick Schwab SyDa 25 17 0 20 Jan 2022