FAANG

Safe Real-World Reinforcement Learning for Mobile Agent Obstacle Avoidance

Collision avoidance is key for mobile robots and agents to operate safely in the real world. In this work, we…

3 years ago

Towards Multimodal Multitask Scene Understanding Models for Indoor Mobile Agents

The perception system in personalized mobile agents requires developing indoor scene understanding models, which can understand 3D geometries, capture objectiveness,…

3 years ago

Speech Emotion: Investigating Model Representations, Multi-Task Learning and Knowledge Distillation

Estimating dimensional emotions, such as activation, valence and dominance, from acoustic speech signals has been widely explored over the past…

3 years ago

Learning Bias-reduced Word Embeddings Using Dictionary Definitions

Pre-trained word embeddings, such as GloVe, have shown undesirable gender, racial, and religious biases. To address this problem, we propose…

3 years ago

Low-Rank Optimal Transport: Approximation, Statistics and Debiasing

The matching principles behind optimal transport (OT) play an increasingly important role in machine learning, a trend which can be…

3 years ago

Mitigating the Effects of Sanctions on Globalized Supply Chains

Sanctions, restrictions, and geopolitical conflicts can have serious consequences for organizations with complex and globalized supply chains.Organizations with multi-tiered, globalized supply…

3 years ago

Automate classification of IT service requests with an Amazon Comprehend custom classifier

Enterprises often deal with large volumes of IT service requests. Traditionally, the burden is put on the requester to choose…

3 years ago

Open source collaborations and key partnerships to help accelerate AI innovation

Closed and exclusive ecosystems are a barrier to innovation in artificial intelligence (AI) and machine learning (ML), imposing incompatibilities across…

3 years ago

Building the most open data cloud ecosystem: Unifying data across multiple sources and platforms

Data is the most valuable asset in any digital transformation. Yet limits on data are still too common, and prevent…

3 years ago

New AI Agents can drive business results faster: Translation Hub, Document AI, and Contact Center AI

When it comes to the adoption of artificial intelligence (AI), we have reached a tipping point. Technologies that were once…

3 years ago