|  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] |