21 citations · 28 across the 7 of their papers we have counts for
7 papers
A Study of the Plausibility of Attention between RNN Encoders in Natural Language Inference
Duc Hau Nguyen, Pascale Sébillot
Attention maps in neural models for NLP are appealing to explain the decision made by a model, hopefully emphasizing words that justify the decision. While many empirical studies h…
Regularization, Semi-supervision, and Supervision for a Plausible Attention-Based Explanation
Duc Hau Nguyen, Cyrielle Mallart, Guillaume Gravier +1
Attention mechanism is contributing to the majority of recent advances in machine learning for natural language processing. Additionally, it results in an attention map that shows…
Rethinking deep active learning: Using unlabeled data at model training
Oriane Siméoni, Mateusz Budnik, Yannis Avrithis +1
Active learning typically focuses on training a model on few labeled examples alone, while unlabeled ones are only used for acquisition. In this work we depart from this setting by…
AI in the media and creative industries
Giuseppe Amato, Malte Behrmann, Frédéric Bimbot +16
Thanks to the Big Data revolution and increasing computing capacities, Artificial Intelligence (AI) has made an impressive revival over the past few years and is now omnipresent in…
Generative Adversarial Networks for Multimodal Representation Learning in Video Hyperlinking
Vedran Vukotic, Christian Raymond, Guillaume Gravier
Continuous multimodal representations suitable for multimodal information retrieval are usually obtained with methods that heavily rely on multimodal autoencoders. In video hyperli…
One-Step Time-Dependent Future Video Frame Prediction with a Convolutional Encoder-Decoder Neural Network
Vedran Vukotić, Silvia-Laura Pintea, Christian Raymond +2
There is an inherent need for autonomous cars, drones, and other robots to have a notion of how their environment behaves and to anticipate changes in the near future. In this work…
A Scalable Video Search Engine Based on Audio Content Indexing and Topic Segmentation
Julien Lawto, Jean-Luc Gauvain, Lori Lamel +5
One important class of online videos is that of news broadcasts. Most news organisations provide near-immediate access to topical news broadcasts over the Internet, through RSS str…