| List of Conferences and Workshops Where Transfer Learning Paper AppearThis webpage will be updated regularly. |
| Main Conferences |
| Machine Learning and Artificial Intelligence Conferences |
| AAAI? | 2008 | Transfer Learning via Dimensionality Reduction??[Link]??[Bibtex] |
| Transferring Localization Models across Space??[Link]??[Bibtex] |
| Transferring Localization Models over Time??[Link]??[Bibtex] |
| Transferring Multi-device Localization Models using Latent Multi-task Learning?[Link]??[Bibtex] |
| Text Categorization with Knowledge Transfer from Heterogeneous Data Sources?[Link]??[Bibtex] |
| Zero-data Learning of New Tasks??[Link]??[Bibtex] |
| 2007 | Transferring Naive Bayes Classifiers for Text Classification??[Link]??[Bibtex] |
| Mapping and Revising Markov Logic Networks for Transfer Learning??[Link]?[Bibtex] |
| Measuring the Level of Transfer Learning by an AP Physics Problem-Solver?[Link]??[Bibtex] |
| 2006 | Using Homomorphisms to Transfer Options across Continuous Reinforcement Learning Domains??[Link]??[Bibtex] |
| Value-Function-Based Transfer for Reinforcement Learning Using Structure Mapping??[Link]??[Bibtex] |
| IJCAI | 2009 | Transfer Learning Using Task-Level Features with Application to Information Retrieval??[Link]??[Bibtex] |
| Transfer Learning from Minimal Target Data by Mapping across Relational Domains??[Link]??[Bibtex] |
| Domain Adaptation via Transfer Component Analysis??[Link]??[Bibtex] |
| Knowledge Transfer on Hybrid Graph??[Link]??[Bibtex] |
| Manifold Alignment without Correspondence??[Link]??[Bibtex] |
| Robust Distance Metric Learning with Auxiliary Knowledge??[Link]??[Bibtex] |
| Can Movies and Books Collaborate? Cross-Domain Collaborative Filtering for Sparsity Reduction??[Link]??[Bibtex] |
| Exponential Family Sparse Coding with Application to Self-taught Learning ?[Link]??[Bibtex] |
| 2007 | Learning and Transferring Action Schemas??[Link]??[Bibtex] |
| General Game Learning Using Knowledge Transfer??[Link]??[Bibtex] |
| Building Portable Options: Skill Transfer in Reinforcement Learning??[Link]?[Bibtex] |
| Transfer Learning in Real-Time Strategy Games Using Hybrid CBR/RL??[Link]?[Bibtex] |
| An Experts Algorithm for Transfer Learning??[Link]??[Bibtex] |
| Transferring Learned Control-Knowledge between Planners??[Link]??[Bibtex] |
| Effective Control Knowledge Transfer through Learning Skill and Representation Hierarchies??[Link]??[Bibtex] |
| Efficient Bayesian Task-Level Transfer Learning??[Link]??[Bibtex] |
| ICML | 2009 | Deep Transfer via Second-Order Markov Logic??[Link]??[Bibtex] |
| Feature Hashing for Large Scale Multitask Learning??[Link]??[Bibtex] |
| A Convex Formulation for Learning Shared Structures from Multiple Tasks?[Link]??[Bibtex] |
| EigenTransfer: A Unified Framework for Transfer Learning??[Link]??[Bibtex] |
| Domain Adaptation from Multiple Sources via Auxiliary Classifiers??[Link]?[Bibtex] |
| Transfer Learning for Collaborative Filtering via a Rating-Matrix Generative Model??[Link]??[Bibtex] |
| 2008 | Bayesian Multiple Instance Learning: Automatic Feature Selection and Inductive Transfer??[Link]??[Bibtex] |
| Multi-Task Learning for HIV Therapy Screening??[Link]??[Bibtex] |
| Self-taught Clustering??[Link]??[Bibtex] |
| Manifold Alignment using Procrustes Analysis??[Link]??[Bibtex] |
| Automatic Discovery and Transfer of MAXQ Hierarchies??[Link]??[Bibtex] |
| Transfer of Samples in Batch Reinforcement Learning??[Link]??[Bibtex] |
| Hierarchical Kernel Stick-Breaking Process for Multi-Task Image Analysis??[Link]?[Bibtex] |
| Multi-Task Compressive Sensing with Dirichlet Process Priors??[Link]??[Bibtex] |
| A Unified Architecture for Natural Language Processing: Deep Neural Networks with Multitask Learning??[Link]??[Bibtex] |
| 2007 | Boosting for Transfer Learning??[Link]??[Bibtex] |
| Self-taught Learning: Transfer Learning from Unlabeled Data??[Link]??[Bibtex] |
| Robust Multi-Task Learning with t-Processes??[Link]??[Bibtex] |
| Multi-Task Learning for Sequential Data via iHMMs and the Nested Dirichlet Process??[Link]??[Bibtex] |
| Cross-Domain Transfer for Reinforcement Learning??[Link]??[Bibtex] |
| Learning a Meta-Level Prior for Feature Relevance from Multiple Related Tasks?[Link]??[Bibtex] |
| Multi-Task Reinforcement Learning: A Hierarchical Bayesian Approach??[Link]?[Bibtex] |
| The Matrix Stick-Breaking Process for Flexible Multi-Task Learning??[Link]?[Bibtex] |
| Asymptotic Bayesian Generalization Error When Training and Test Distributions Are Different??[Link]??[Bibtex] |
| Discriminative Learning for Differing Training and Test Distributions??[Link]?[Bibtex] |
| 2006 | Autonomous Shaping: Knowledge Transfer in Reinforcement Learning??[Link]?[Bibtex] |
| Constructing Informative Priors using Transfer Learning??[Link]??[Bibtex] |
| NIPS | 2008 | Clustered Multi-Task Learning: A Convex Formulation??[Link]??[Bibtex] |
| Multi-task Gaussian Process Learning of Robot Inverse Dynamics??[Link]?[Bibtex] |
| Transfer Learning by Distribution Matching for Targeted Advertising??[Link]?[Bibtex] |
| Translated Learning: Transfer Learning across Different Feature Spaces??[Link]?[Bibtex] |
| An empirical Analysis of Domain Adaptation Algorithms for Genomic Sequence Analysis??[Link]??[Bibtex] |
| Domain Adaptation with Multiple Sources??[Link]??[Bibtex] |
| 2007 | Learning Bounds for Domain Adaptation??[Link]??[Bibtex] |
| Transfer Learning using Kolmogorov Complexity: Basic Theory and Empirical Evaluations??[Link]??[Bibtex] |
| A Spectral Regularization Framework for Multi-Task Structure Learning??[Link]?[Bibtex] |
| Multi-task Gaussian Process Prediction??[Link]??[Bibtex] |
| Semi-Supervised Multitask Learning??[Link]??[Bibtex] |
| Gaussian Process Models for Link Analysis and Transfer Learning??[Link]??[Bibtex] |
| Multi-Task Learning via Conic Programming??[Link]??[Bibtex] |
| Direct Importance Estimation with Model Selection and Its Application to Covariate Shift Adaptation??[Link]??[Bibtex] |
| 2006 | Correcting Sample Selection Bias by Unlabeled Data??[Link]??[Bibtex] |
| Dirichlet-Enhanced Spam Filtering based on Biased Samples??[Link]??[Bibtex] |
| Analysis of Representations for Domain Adaptation??[Link]??[Bibtex] |
| Multi-Task Feature Learning??[Link]??[Bibtex] |
| AISTAT | 2009 | A Hierarchical Nonparametric Bayesian Approach to Statistical Language Model Domain Adaptation??[Link]??[Bibtex] |
| 2007 | Kernel Multi-task Learning using Task-specific Features??[Link]??[Bibtex] |
| Inductive Transfer for Bayesian Network Structure Learning??[Link]??[Bibtex] |
| ECML/PKDD | 2009 | Relaxed Transfer of Different Classes via Spectral Partition??[Link]??[Bibtex] |
| Feature Selection by Transfer Learning with Linear Regularized Models??[Link]?[Bibtex] |
| Semi-Supervised Multi-Task Regression??[Link]??[Bibtex] |
| 2008 | Actively Transfer Domain Knowledge??[Link]??[Bibtex] |
| An Algorithm for Transfer Learning in a Heterogeneous Environment??[Link]?[Bibtex] |
| Transferred Dimensionality Reduction??[Link]??[Bibtex] |
| Modeling Transfer Relationships between Learning Tasks for Improved Inductive Transfer??[Link]??[Bibtex] |
| Kernel-Based Inductive Transfer??[Link]??[Bibtex] |
| 2007 | Graph-Based Domain Mapping for Transfer Learning in General Games??[Link]?[Bibtex] |
| Bridged Refinement for Transfer Learning??[Link]??[Bibtex] |
| Transfer Learning in Reinforcement Learning Problems Through Partial Policy Recycling??[Link]??[Bibtex] |
| Domain Adaptation of Conditional Probability Models via Feature Subsetting?[Link]??[Bibtex] |
| 2006 | Skill Acquisition via Transfer Learning and Advice Taking??[Link]??[Bibtex] |
| COLT? | 2009 | Online Multi-task Learning with Hard Constraints??[Link]??[Bibtex] |
| Taking Advantage of Sparsity in Multi-Task Learning??[Link]??[Bibtex] |
| Domain Adaptation: Learning Bounds and Algorithms??[Link]??[Bibtex] |
| 2008 | Learning coordinate gradients with multi-task kernels??[Link]??[Bibtex] |
| Linear Algorithms for Online Multitask Classification??[Link]??[Bibtex] |
| 2007 | Multitask Learning with Expert Advice??[Link]??[Bibtex] |
| 2006 | Online Multitask Learning??[Link]??[Bibtex] |
| UAI? | 2009 | Bayesian Multitask Learning with Latent Hierarchies??[Link]??[Bibtex] |
| Multi-Task Feature Learning Via Efficient L2,1-Norm Minimization??[Link]?[Bibtex] |
| 2008 | Convex Point Estimation using Undirected Bayesian Transfer Hierarchies??[Link]?[Bibtex] |
| Data Mining Conferences? |
| KDD? | 2009 | Cross Domain Distribution Adaptation via Kernel Mapping??[Link]??[Bibtex] |
| Extracting Discriminative Concepts for Domain Adaptation in Text Mining??[Link]?[Bibtex] |
| 2008 | Spectral domain-transfer learning??[Link]??[Bibtex] |
| Knowledge transfer via multiple model local structure mapping??[Link]??[Bibtex] |
| 2007 | Co-clustering based Classification for Out-of-domain Documents??[Link]??[Bibtex] |
| 2006 | Reverse Testing: An Efficient Framework to Select Amongst Classifiers under Sample Selection Bias??[Link]??[Bibtex] |
| ICDM? | 2008 | Unsupervised Cross-domain Learning by Interaction Information Co-clustering?[Link]??[Bibtex] |
| Using Wikipedia for Co-clustering Based Cross-domain Text Classification??[Link]?[Bibtex] |
| SDM | 2008 | Type-Independent Correction of Sample Selection Bias via Structural Discovery and Re-balancing??[Link]??[Bibtex] |
| Direct Density Ratio Estimation for Large-scale Covariate Shift Adaptation?[Link]??[Bibtex] |
| 2007 | On Sample Selection Bias and Its Efficient Correction via Model Averaging and Unlabeled Examples??[Link]??[Bibtex] |
| Probabilistic Joint Feature Selection for Multi-task Learning??[Link]??[Bibtex] |
| Application Conferences? |
| SIGIR? | 2009 | Mining Employment Market via Text Block Detection and Adaptive Cross-Domain Information Extraction??[Link]??[Bibtex] |
| Knowledge transformation for cross-domain sentiment classification??[Link]?[Bibtex]? |
| 2008 | Topic-bridged PLSA for cross-domain text classification??[Link]??[Bibtex] |
| 2007 | Cross-Lingual Query Suggestion Using Query Logs of Different Languages?[Link]??[Bibtex] |
| 2006 | Tackling Concept Drift by Temporal Inductive Transfer??[Link]??[Bibtex] |
| Constructing Informative Prior Distributions from Domain Knowledge in Text Classification??[Link]??[Bibtex] |
| Building Bridges for Web Query Classification??[Link]??[Bibtex] |
| WWW? | 2009 | Latent Space Domain Transfer between High Dimensional Overlapping Distributions??[Link]??[Bibtex] |
| 2008 | Can Chinese web pages be classified with English data source???[Link]??[Bibtex] |
| ACL? | 2009 | Transfer Learning, Feature Selection and Word Sense Disambiguation??[Link]?[Bibtex] |
| Graph Ranking for Sentiment Transfer??[Link]??[Bibtex] |
| Multi-Task Transfer Learning for Weakly-Supervised Relation Extraction??[Link]?[Bibtex] |
| Cross-Domain Dependency Parsing Using a Deep Linguistic Grammar??[Link]?[Bibtex] |
| Heterogeneous Transfer Learning for Image Clustering via the SocialWeb??[Link]?[Bibtex] |
| 2008 | Exploiting Feature Hierarchy for Transfer Learning in Named Entity Recognition?[Link]??[Bibtex] |
| Multi-domain Sentiment Classification??[Link]??[Bibtex] |
| Active Sample Selection for Named Entity Transliteration??[Link]??[Bibtex] |
| Mining Wiki Resources for Multilingual Named Entity Recognition??[Link]??[Bibtex] |
| Multi-Task Active Learning for Linguistic Annotations??[Link]??[Bibtexs] |
| 2007 | Domain Adaptation with Active Learning for Word Sense Disambiguation??[Link]?[Bibtex] |
| Frustratingly Easy Domain Adaptation??[Link]??[Bibtex] |
| Instance Weighting for Domain Adaptation in NLP??[Link]??[Bibtex] |
| Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification??[Link]??[Bibtex] |
| Self-Training for Enhancement and Domain Adaptation of Statistical Parsers Trained on Small Datasets??[Link]??[Bibtex] |
| 2006 | Estimating Class Priors in Domain Adaptation for Word Sense Disambiguation?[Link]??[Bibtex] |
| Simultaneous English-Japanese Spoken Language Translation Based on Incremental Dependency Parsing and Transfer??[Link]??[Bibtex] |
| CVPR | 2009 | Domain Transfer SVM for Video Concept Detection??[Link]??[Bibtex] |
| Boosted Multi-Task Learning for Face Verification With Applications to Web Image and Video Search??[Link]??[Bibtex] |
| 2008 | Transfer Learning for Image Classification with Sparse Prototype Representations??[Link]??[Bibtex] |
