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09/12/2023
RT-LM: Uncertainty-Aware Resource Management for Real-Time Inference of Language Models
Recent advancements in language models (LMs) have gained substantial att...
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09/12/2023
GLAD: Content-aware Dynamic Graphs For Log Anomaly Detection
Logs play a crucial role in system monitoring and debugging by recording...
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08/29/2023
R^3: On-device Real-Time Deep Reinforcement Learning for Autonomous Robotics
Autonomous robotic systems, like autonomous vehicles and robotic search ...
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07/29/2023
PIMbot: Policy and Incentive Manipulation for Multi-Robot Reinforcement Learning in Social Dilemmas
Recent research has demonstrated the potential of reinforcement learning...
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07/22/2023
MIMONet: Multi-Input Multi-Output On-Device Deep Learning
Future intelligent robots are expected to process multiple inputs simult...
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05/05/2023
Uncertainty-Aware Bootstrap Learning for Joint Extraction on Distantly-Supervised Data
Jointly extracting entity pairs and their relations is challenging when ...
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05/05/2023
White-Box Multi-Objective Adversarial Attack on Dialogue Generation
Pre-trained transformers are popular in state-of-the-art dialogue genera...
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07/23/2021
Estimating Predictive Uncertainty Under Program Data Distribution Shift
Deep learning (DL) techniques have achieved great success in predictive ...
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06/19/2021
GLIB: Towards Automated Test Oracle for Graphically-Rich Applications
Graphically-rich applications such as games are ubiquitous with attracti...
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05/17/2021