Ronan Collobert
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Ronan Collobertcomputer-science Degrees
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Algorithms
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Computational Linguistics
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Computer Science
Why Is Ronan Collobert Influential?
(Suggest an Edit or Addition)Ronan Collobert's Published Works
Number of citations in a given year to any of this author's works
Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author
Published Works
- Natural Language Processing (Almost) from Scratch (2011) (7182)
- A unified architecture for natural language processing: deep neural networks with multitask learning (2008) (5447)
- Curriculum learning (2009) (3917)
- Torch7: A Matlab-like Environment for Machine Learning (2011) (1541)
- SVMTorch: Support Vector Machines for Large-Scale Regression Problems (2001) (1010)
- Deep learning via semi-supervised embedding (2008) (998)
- Learning Structured Embeddings of Knowledge Bases (2011) (828)
- Learning to Refine Object Segments (2016) (805)
- Learning to Segment Object Candidates (2015) (727)
- wav2vec: Unsupervised Pre-training for Speech Recognition (2019) (722)
- Recurrent Convolutional Neural Networks for Scene Labeling (2014) (688)
- From image-level to pixel-level labeling with Convolutional Networks (2014) (613)
- Torch: a modular machine learning software library (2002) (541)
- Large Scale Transductive SVMs (2006) (503)
- A Parallel Mixture of SVMs for Very Large Scale Problems (2001) (424)
- Video (language) modeling: a baseline for generative models of natural videos (2014) (419)
- Trading convexity for scalability (2006) (393)
- Deep learning from temporal coherence in video (2009) (351)
- Links between perceptrons, MLPs and SVMs (2004) (313)
- Unsupervised Cross-lingual Representation Learning for Speech Recognition (2020) (295)
- Libri-Light: A Benchmark for ASR with Limited or No Supervision (2019) (288)
- Analysis of CNN-based speech recognition system using raw speech as input (2015) (261)
- Word Embeddings through Hellinger PCA (2013) (254)
- Wav2Letter: an End-to-End ConvNet-based Speech Recognition System (2016) (243)
- Estimating phoneme class conditional probabilities from raw speech signal using convolutional neural networks (2013) (193)
- Deep Learning for Efficient Discriminative Parsing (2011) (191)
- Inference with the Universum (2006) (189)
- End-to-end ASR: from Supervised to Semi-Supervised Learning with Modern Architectures (2019) (187)
- Recurrent Convolutional Neural Networks for Scene Parsing (2013) (155)
- Convolutional Neural Networks-based continuous speech recognition using raw speech signal (2015) (154)
- MLS: A Large-Scale Multilingual Dataset for Speech Research (2020) (150)
- Learning to rank with (a lot of) word features (2010) (128)
- Wav2Letter++: A Fast Open-source Speech Recognition System (2018) (106)
- Robust wav2vec 2.0: Analyzing Domain Shift in Self-Supervised Pre-Training (2021) (106)
- Phrase-based Image Captioning (2015) (105)
- Supervised semantic indexing (2009) (101)
- Self-Training and Pre-Training are Complementary for Speech Recognition (2020) (96)
- End-to-end acoustic modeling using convolutional neural networks for HMM-based automatic speech recognition (2019) (91)
- Massively Multilingual ASR: 50 Languages, 1 Model, 1 Billion Parameters (2020) (85)
- Deep Convolutional Networks for Scene Parsing (2009) (85)
- Iterative Pseudo-Labeling for Speech Recognition (2020) (83)
- End-to-End Speech Recognition From the Raw Waveform (2018) (82)
- Fully Convolutional Speech Recognition (2018) (82)
- Sequence-to-Sequence Speech Recognition with Time-Depth Separable Convolutions (2019) (80)
- Letter-Based Speech Recognition with Gated ConvNets (2017) (73)
- Fast Semantic Extraction Using a Novel Neural Network Architecture (2007) (69)
- Large Scale Application of Neural Network Based Semantic Role Labeling for Automated Relation Extraction from Biomedical Texts (2009) (62)
- ProNet: Learning to Propose Object-Specific Boxes for Cascaded Neural Networks (2015) (58)
- Rethinking Evaluation in ASR: Are Our Models Robust Enough? (2020) (57)
- Rehabilitation of Count-Based Models for Word Vector Representations (2014) (54)
- Polynomial Semantic Indexing (2009) (53)
- Large scale manifold transduction (2008) (52)
- wav2letter++: The Fastest Open-source Speech Recognition System (2018) (51)
- Weakly Supervised Semantic Segmentation with Convolutional Networks (2014) (51)
- End-to-end Phoneme Sequence Recognition using Convolutional Neural Networks (2013) (45)
- Scaling Large Learning Problems with Hard Parallel Mixtures (2002) (42)
- slimIPL: Language-Model-Free Iterative Pseudo-Labeling (2020) (37)
- Is Deep Learning Really Necessary for Word Embeddings (2013) (35)
- A Fully Differentiable Beam Search Decoder (2019) (33)
- Jointly Learning to Locate and Classify Words Using Convolutional Networks (2016) (31)
- Towards Understanding Situated Natural Language (2010) (30)
- Simple Image Description Generator via a Linear Phrase-Based Approach (2014) (29)
- Who Needs Words? Lexicon-Free Speech Recognition (2019) (28)
- Scaling Up Online Speech Recognition Using ConvNets (2020) (28)
- To Reverse the Gradient or Not: an Empirical Comparison of Adversarial and Multi-task Learning in Speech Recognition (2018) (27)
- Neural Network-based Word Alignment through Score Aggregation (2016) (27)
- Implementing Neural Networks Efficiently (2012) (24)
- Deep Learning for Character-Based Information Extraction (2014) (22)
- Semi-Supervised Sequence Labeling with Self-Learned Features (2009) (22)
- Combining labeled and unlabeled data with word-class distribution learning (2009) (22)
- Joint Masked CPC And CTC Training For ASR (2020) (20)
- Joint RNN-Based Greedy Parsing and Word Composition (2014) (20)
- Speech & face based biometric authentication at IDIAP (2003) (20)
- Phrase Representations for Multiword Expressions (2016) (19)
- Improving Object Classification using Pose Information (2012) (19)
- CAPE: Encoding Relative Positions with Continuous Augmented Positional Embeddings (2021) (19)
- Kaizen: Continuously Improving Teacher Using Exponential Moving Average for Semi-Supervised Speech Recognition (2021) (14)
- Torchnet: An Open-Source Platform for (Deep) Learning Research (2016) (13)
- A gentle Hessian for efficient gradient descent (2004) (13)
- Semi-supervised Abstraction-Augmented String Kernel for Multi-level Bio-Relation Extraction (2010) (12)
- On the Convergence of SVMTorch, an Algorithm for Large-Scale Regression Problems (2000) (10)
- "The Sum of Its Parts": Joint Learning of Word and Phrase Representations with Autoencoders (2015) (10)
- Word-Level Speech Recognition With a Letter to Word Encoder (2019) (9)
- N-gram-Based Low-Dimensional Representation for Document Classification (2014) (9)
- Large Scale Machine Learning (2004) (9)
- Deep Learning for Ecient Discriminative Parsing (2011) (9)
- Deep Neural Networks for Syntactic Parsing of Morphologically Rich Languages (2016) (8)
- Simple Image Description Generator via a Linear Phrase-based Model (2015) (8)
- Multi-scale Transformer Language Models (2020) (8)
- Flashlight: Enabling Innovation in Tools for Machine Learning (2022) (7)
- Learning to Rank on Network Data (2013) (6)
- Pseudo-Labeling for Massively Multilingual Speech Recognition (2021) (5)
- Learning to Segments Objects Candidates (2015) (5)
- Recurrent Greedy Parsing with Neural Networks (2014) (5)
- Word-level Speech Recognition with a Dynamic Lexicon (2019) (5)
- Learning linearly separable features for speech recognition using convolutional neural networks (2014) (4)
- Joint phoneme segmentation inference and classification using CRFs (2014) (4)
- Raw Speech Signal-based Continuous Speech Recognition using Convolutional Neural Networks (2014) (3)
- Star Temporal Classification: Sequence Classification with Partially Labeled Data (2022) (3)
- Word Order does not Matter for Speech Recognition (2021) (3)
- Introduction to the special issue on learning semantics (2014) (2)
- Syntactic Parsing of Morphologically Rich Languages Using Deep Neural Networks (2015) (2)
- Half Transductive Ranking (2010) (2)
- Weakly Supervised Object Segmentation with Convolutional Neural Networks (2014) (1)
- Continuous Pseudo-Labeling from the Start (2022) (1)
- Supplementary for ECIR 2014 Paper “ Deep Learning for Character-based Information Extraction on Chinese and Protein Sequence ” (2014) (1)
- 1 Trading Convexity for Scalability (2008) (1)
- A New Margin-Based Criterion for Efficient Gradient Descent (2003) (1)
- Star Temporal Classification: Sequence Modeling with Partially Labeled Data (2022) (0)
- More Speaking or More Speakers? (2022) (0)
- Sentiment Analysis ( Almost ) from Scratch (2016) (0)
- JOINT RNN-BASED GREEDY PARSING AND WORD (2015) (0)
- Supervised Semantic Indexing for Ranking Documents (2009) (0)
- WORD EMBEDDINGS THROUGH (2013) (0)
- Fe b 20 19 TO REVERSE THE GRADIENT OR NOT : AN EMPIRICAL COMPARISON OF ADVERSARIAL AND MULTITASK LEARNING IN SPEECH RECOGNITION * (2019) (0)
- Introduction to the special issue on learning semantics (2013) (0)
- ReLU, Sigmoid, Tanh, Log, Cos, Dropout, Negate, Softmax, LogSoftmax, SumElements, RowSlice, RowStack, Scale, Times, DiagTimes, Plus, Minus, ElementTimes, KhatriRaoProd- uct, Reshape traInIng crIterIa SquareError, CrossEntropyWithSoftmax, ClassificationError, ClassBasedCrossEntropyWith- SoftMax, GMML (2015) (0)
- Speech & Face Based Biometric Authentication at Idiap Speech & Face Based Biometric Authentication at Idiap (2003) (0)
- Gated ConvNets for Letter-Based ASR (2018) (0)
- FACE BASED BIOMETRIC AUTHENTICATION AT IDIAP (2003) (0)
- Speech Recognition (2019) (0)
- 04-42 Large Scale Machine Learning (2004) (0)
- Weakly Supervised Object Segmentation with 004 dwaeConvolutional Neural Networks (2014) (0)
- Support Vector Machines, Theorie et Application (2000) (0)
- wav2letter++ : A Fast Open-Source Speech Recognition Framework (2019) (0)
- Towards Understanding Situated Text : Concept Labeling and Weak Supervision (2009) (0)
- PAID I RECURRENT CONVOLUTIONAL NEURAL NETWORKS FOR SCENE LABELING (2013) (0)
- PAID I IMPROVING OBJECT CLASSIFICATION USING POSE INFORMATION (2012) (0)
- Continuous Soft Pseudo-Labeling in ASR (2022) (0)
- Twitter Sentiment Analysis (Almost) from Scratch (2016) (0)
- MORPHOLOGICALLY RICH LANGUAGES USING DEEP NEURAL NETWORKS (2015) (0)
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