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Kin-Ho Lam

2 accepted papers

2023

Grape Cold Hardiness Prediction via Multi-Task Learning

AAAI 2023technical

Cold temperatures during fall and spring have the potential to cause frost damage to grapevines and other fruit plants, which can significantly decrease harvest yields. To help prevent these losses, farmers deploy expensive frost mitigation measures, such as, sprinklers, heaters, and wind machines,…

Cited by 6SourcePDFScholar
2021

Contrastive Explanations for Reinforcement Learning via Embedded Self Predictions

ICLR 2021oral

We investigate a deep reinforcement learning (RL) architecture that supports explaining why a learned agent prefers one action over another. The key idea is to learn action-values that are directly represented via human-understandable properties of expected futures. This is realized via the embedded…