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TitleAuthor(s)Issue Date
Domain Adapted Word Embeddings for Improved Sentiment Classification
Proceeding/Conference:Proceedings of the Annual Meeting of the Association for Computational Linguistics
2018
N-gram graph: Simple unsupervised representation for graphs, with applications to molecules
Proceeding/Conference:Advances in Neural Information Processing Systems
2019
Robust attribution regularization
Proceeding/Conference:Advances in Neural Information Processing Systems
2019
Generalizing Word Embeddings using Bag of Subwords
Proceeding/Conference:Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, EMNLP 2018
2018
Learning Mixtures of Linear Regressions with Nearly Optimal Complexity
Proceeding/Conference:Proceedings of Machine Learning Research
2018
Diverse neural network learns true target functions
Proceeding/Conference:Proceedings of the 20th International Conference on Artificial Intelligence and Statistics, AISTATS 2017
2017
Shallow domain adaptive embeddings for sentiment analysis
Proceeding/Conference:EMNLP-IJCNLP 2019 - 2019 Conference on Empirical Methods in Natural Language Processing and 9th International Joint Conference on Natural Language Processing, Proceedings of the Conference
2019
Recovery guarantees for quadratic tensors with sparse observations
Proceeding/Conference:AISTATS 2019 - 22nd International Conference on Artificial Intelligence and Statistics
2020
A simple but tough-to-beat baseline for sentence embeddings
Proceeding/Conference:5th International Conference on Learning Representations, ICLR 2017 - Conference Track Proceedings
2017
Loss-Balanced task weighting to reduce negative transfer in multi-task learning
Proceeding/Conference:33rd AAAI Conference on Artificial Intelligence, AAAI 2019, 31st Innovative Applications of Artificial Intelligence Conference, IAAI 2019 and the 9th AAAI Symposium on Educational Advances in Artificial Intelligence, EAAI 2019
2019
Learning and generalization in overparameterized neural networks, going beyond two layers
Proceeding/Conference:Advances in Neural Information Processing Systems
2019
Communication efficient distributed kernel principal component analysis
Proceeding/Conference:Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining
2016
Learning in indefinite proximity spaces - Recent trends
Proceeding/Conference:ESANN 2016 - 24th European Symposium on Artificial Neural Networks
2016
Recovery guarantee of weighted low-rank approximation via alternating minimization
Proceeding/Conference:33rd International Conference on Machine Learning, ICML 2016
2016
Learning Entangled Single-Sample Distributions via Iterative Trimming
Proceeding/Conference:Proceedings of Machine Learning Research
2020
Recovery guarantee of non-negative matrix factorization via alternating updates
Proceeding/Conference:Advances in Neural Information Processing Systems
2016
Efficient semi-supervised and active learning of disjunctions
Proceeding/Conference:30th International Conference on Machine Learning, ICML 2013
2013
Scale up nonlinear component analysis with doubly stochastic gradients
Proceeding/Conference:Advances in Neural Information Processing Systems
2015
GRADIENTS AS FEATURES FOR DEEP REPRESENTATION LEARNING
Proceeding/Conference:8th International Conference on Learning Representations, ICLR 2020
2020
Deep Online Fused Video Stabilization
Proceeding/Conference:Proceedings - 2022 IEEE/CVF Winter Conference on Applications of Computer Vision, WACV 2022
2022
Detecting Errors and Estimating Accuracy on Unlabeled Data with Self-training Ensembles
Proceeding/Conference:Advances in Neural Information Processing Systems
2021
TOWARDS EVALUATING THE ROBUSTNESS OF NEURAL NETWORKS LEARNED BY TRANSDUCTION
Proceeding/Conference:ICLR 2022 - 10th International Conference on Learning Representations
2022
A THEORETICAL ANALYSIS ON FEATURE LEARNING IN NEURAL NETWORKS: EMERGENCE FROM INPUTS AND ADVANTAGE OVER FIXED FEATURES
Proceeding/Conference:ICLR 2022 - 10th International Conference on Learning Representations
2022
Modeling and detecting community hierarchies
Proceeding/Conference:Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013
Clustering under perturbation resilience
Proceeding/Conference:Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012