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The Interplay of Differential Games, Optimal Control, and Energy-based Models in Multi-Agent Interactions

The Interplay of Differential Games, Optimal Control, and Energy-based Models in Multi-Agent Interactions

by instadatahelp | Sep 2, 2023 | AI Blogs

[Submitted on 31 Aug 2023] Click here to download a PDF of the paper titled “On a Connection between Differential Games, Optimal Control, and Energy-based Models for Multi-Agent Interactions” by Christopher Diehl, Tobias Klosek, Martin Krüger, Nils Murzyn,...

Evaluating Algorithm Portfolios Effectively through Item Response Theory

by instadatahelp | Sep 2, 2023 | AI Blogs

Evaluation of Algorithm Portfolios using Item Response Theory Authors: Sevvandi Kandanaarachchi, Kate Smith-Miles; Published in Journal of Machine Learning Research, Volume 24, Issue 177, 2023. Abstract Item Response Theory (IRT) is a method used in Educational...
The Interplay of Differential Games, Optimal Control, and Energy-based Models in Multi-Agent Interactions

Generative Models Enhanced with Neuro-Symbolic Constraints for Conditioning Score Estimation (arXiv:2308.16534v1 [cs.LG])

by instadatahelp | Sep 2, 2023 | AI Blogs

Score-based and diffusion models have become popular in generating both conditional and unconditional content. However, conditional generation typically requires training a conditional model or utilizing classifier guidance, even when a classifier for uncorrupted data...

Examining the Efficiency of Neural Network Pruning with Sparsity Perspective

by instadatahelp | Sep 2, 2023 | AI Blogs

Connectivity Matters: Neural Network Pruning Through the Lens of Effective Sparsity Artem Vysogorets, Julia Kempe; 24(99):1−23, 2023. Abstract Neural network pruning is an area of research that has gained significant interest, particularly in high sparsity regimes. In...
The Interplay of Differential Games, Optimal Control, and Energy-based Models in Multi-Agent Interactions

A Self-Adaptive Few-Shot 6D Pose Estimator for Novel and Occluded Objects: SA6D (arXiv:2308.16528v1 [cs.CV])

by instadatahelp | Sep 2, 2023 | AI Blogs

In order to enable effective manipulation of objects by robots in real-world settings, accurate estimation of their 6D pose is crucial. However, many current approaches struggle to make accurate predictions when faced with new instances of objects and heavy...
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