Questions tagged [energy-based-models]

3 questions
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2 answers

How do Energy Based Models solve Multiple possible outputs given one input

I've been looking into Energy Based Models recently which Yann LeCun has been strongly advocating for. One problem that he lists with probabilistic based models is that in the case when there are multiple possible outputs for one given input, the…
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1 answer

Why is Soft Q Learning not an Actor Critic method?

I've been reading these two papers from Haarnoja et. al.: Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor Reinforcement Learning with Deep Energy-Based Policies As far as I can tell, Soft…
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0 answers

Out of distribution detection (OOD) in the context of regression problems

I'm working in a regression setting to predict a scalar value $y$ from an input $\textbf{x} \in \mathbb{R}^D$ and I'm interested in understanding whenever my model is fed with something that it is outside the (unknown) training distribution…