Niculae, Vlad
- Learning with Fenchel-Young Losses
2019/01/08 by Mathieu Blondel, André F. T. Martins, Blondel, Mathieu +3 · 13 citations
Computer Science · Physics and Astronomy · #FOS: Computer and information sciences #Face and Expression Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Neural Networks and Applications #Statistical Mechanics and Entropy
- Sparse Sequence-to-Sequence Models
2019/05/14 by Ben Peters, Peters, Ben, Vlad Niculae +3 · 12 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Adaptively Sparse Transformers
2019/08/30 by Gonçalo M. Correia, Correia, Gonçalo M., Vlad Niculae +3 · 11 citations
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Natural Language Processing Techniques #Topic Modeling
- Learning Classifiers with Fenchel-Young Losses: Generalized Entropies, Margins, and Algorithms
2018/05/24 by Blondel, Mathieu, Martins, André F. T., Niculae, Vlad · 4 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- A Regularized Framework for Sparse and Structured Neural Attention
2017/05/22 by Vlad Niculae, Niculae, Vlad, Mathieu Blondel +1 · 4 citations
Computer Science · #Computation and Language (cs.CL) #Domain Adaptation and Few-Shot Learning #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Linguistic Harbingers of Betrayal: A Case Study on an Online Strategy Game
2015/06/15 by Niculae, Vlad, Kumar, Srijan, Boyd-Graber, Jordan +1 · 3 citations
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI)
- SparseMAP: Differentiable Sparse Structured Inference
2018/02/12 by Vlad Niculae, Niculae, Vlad, André F. T. Martins +5 · 4 citations
Computer Science · #68T50 #Advanced Graph Neural Networks #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.6 #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Text and Document Classification Technologies #Topic Modeling
- Sparse and Continuous Attention Mechanisms
2020/06/12 by André F. T. Martins, António Farinhas, Martins, André F. T. +9 · 3 citations
Computer Science · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications #Topic Modeling
- Multi-output Polynomial Networks and Factorization Machines
2017/05/22 by Mathieu Blondel, Vlad Niculae, Blondel, Mathieu +5 · 2 citations
Computer Science · Mathematics · #Polynomial and algebraic computation #Tensor decomposition and applications #Complexity and Algorithms in Graphs
- Argument Mining with Structured SVMs and RNNs
2017/04/23 by Niculae, Vlad, Park, Joonsuk, Cardie, Claire · 2 citations
#68T50 #Computation and Language (cs.CL) #FOS: Computer and information sciences #I.2.7
- Sparse Continuous Distributions and Fenchel-Young Losses
2021/08/04 by André F. T. Martins, Marcos V. Treviso, Martins, André F. T. +11 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
- Sparse and Structured Hopfield Networks
2024/02/21 by Saul Santos, Santos, Saul, Vlad Niculae +5 · 3 citations
Computer Science · Mathematics · #Interconnection Networks and Systems #Graph theory and applications
- QUOTUS: The Structure of Political Media Coverage as Revealed by Quoting Patterns
2015/04/06 by Niculae, Vlad, Suen, Caroline, Zhang, Justine +2 · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Physical sciences #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI)
- Conversational Markers of Constructive Discussions
2016/04/25 by Niculae, Vlad, Danescu-Niculescu-Mizil, Cristian · 1 citation
#Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences #FOS: Physical sciences #Machine Learning (stat.ML) #Physics and Society (physics.soc-ph) #Social and Information Networks (cs.SI)
- Sparse and Structured Visual Attention
2020/02/13 by Martins, Pedro Henrique, Niculae, Vlad, Marinho, Zita +1 · 1 citation
#Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- LP-SparseMAP: Differentiable Relaxed Optimization for Sparse Structured Prediction
2020/01/13 by Niculae, Vlad, Martins, André F. T. · 1 citation
#Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Efficient Marginalization of Discrete and Structured Latent Variables via Sparsity
2020/07/03 by Correia, Gonçalo M., Niculae, Vlad, Aziz, Wilker +1 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- On Measuring Context Utilization in Document-Level MT Systems
2024/02/02 by Mohammed, Wafaa, Niculae, Vlad · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- On the Low-Rank Parametrization of Reward Models for Controlled Language Generation
2024/07/05 by Troshin, Sergey, Niculae, Vlad, Fokkens, Antske · 2 citations
#Computation and Language (cs.CL) #FOS: Computer and information sciences
- Control the Temperature: Selective Sampling for Diverse and High-Quality LLM Outputs
2025/09/20 by Sergey Troshin, Troshin, Sergey, Wafaa Mohammed +9 · 2 citations
Engineering · #Flow Measurement and Analysis
- Context-Aware or Context-Insensitive? Assessing LLMs' Performance in Document-Level Translation
2024/10/18 by Wafaa Mohammed, Vlad Niculae, Mohammed, Wafaa +1 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques
- Movie Facts and Fibs (MF2): A Benchmark for Long Movie Understanding
2025/06/06 by Emmanouil Zaranis, António Farinhas, Zaranis, Emmanouil +59 · 2 citations
Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Topic Modeling