Valentyn Melnychuk 🇺🇦
@valik-melnychuk.bsky.social
PhD Candidate at Institute of AI in Management, LMU Munich
causal machine learning, causal inference
causal machine learning, causal inference
🧵 2/3
My cousin is now on the front line in Ukraine, where every day, together with his companions, he risks his life for the sake of our (and European) freedom. The equipment they use tends to break down, and the situation on the field changes quickly, so a night drone is urgently needed.
My cousin is now on the front line in Ukraine, where every day, together with his companions, he risks his life for the sake of our (and European) freedom. The equipment they use tends to break down, and the situation on the field changes quickly, so a night drone is urgently needed.
April 16, 2025 at 11:20 AM
🧵 2/3
My cousin is now on the front line in Ukraine, where every day, together with his companions, he risks his life for the sake of our (and European) freedom. The equipment they use tends to break down, and the situation on the field changes quickly, so a night drone is urgently needed.
My cousin is now on the front line in Ukraine, where every day, together with his companions, he risks his life for the sake of our (and European) freedom. The equipment they use tends to break down, and the situation on the field changes quickly, so a night drone is urgently needed.
🧵 1/3
Dear friends, I ask everyone again for help!
You know the situation in Ukraine is tough at the moment: After the deadly attack on Sumy in Ukraine last Sunday I felt speechless.
Yet there is a way to help and even a small contribution might eventually save someone’s life.
Dear friends, I ask everyone again for help!
You know the situation in Ukraine is tough at the moment: After the deadly attack on Sumy in Ukraine last Sunday I felt speechless.
Yet there is a way to help and even a small contribution might eventually save someone’s life.
April 16, 2025 at 11:19 AM
🧵 1/3
Dear friends, I ask everyone again for help!
You know the situation in Ukraine is tough at the moment: After the deadly attack on Sumy in Ukraine last Sunday I felt speechless.
Yet there is a way to help and even a small contribution might eventually save someone’s life.
Dear friends, I ask everyone again for help!
You know the situation in Ukraine is tough at the moment: After the deadly attack on Sumy in Ukraine last Sunday I felt speechless.
Yet there is a way to help and even a small contribution might eventually save someone’s life.
3/n Hence, we target at the partial identification bounds, given by Makorov bounds.
👉 We develop a novel Neyman-orthogonal learner to learn covariate-conditional Makarov bounds, namely AU-learner.
👉 We develop a novel Neyman-orthogonal learner to learn covariate-conditional Makarov bounds, namely AU-learner.
December 13, 2024 at 6:49 PM
3/n Hence, we target at the partial identification bounds, given by Makorov bounds.
👉 We develop a novel Neyman-orthogonal learner to learn covariate-conditional Makarov bounds, namely AU-learner.
👉 We develop a novel Neyman-orthogonal learner to learn covariate-conditional Makarov bounds, namely AU-learner.
2/n We study the aleatoric uncertainty of the treatment effect at the individualized level: the covariate-conditional distribution of the treatment effect.
Surprisingly, this is not identifiable even in RCTs.
Surprisingly, this is not identifiable even in RCTs.
December 13, 2024 at 6:48 PM
2/n We study the aleatoric uncertainty of the treatment effect at the individualized level: the covariate-conditional distribution of the treatment effect.
Surprisingly, this is not identifiable even in RCTs.
Surprisingly, this is not identifiable even in RCTs.
1/n Excited to present our new work, done at the van der Schaar Lab at the Cambridge University together with Mihaela van der Schaar and Stefan Feuerriegel.
📍7008 western ballroom, 11:00-14:00
#NeurIPS2024
📍7008 western ballroom, 11:00-14:00
#NeurIPS2024
December 13, 2024 at 6:46 PM
1/n Excited to present our new work, done at the van der Schaar Lab at the Cambridge University together with Mihaela van der Schaar and Stefan Feuerriegel.
📍7008 western ballroom, 11:00-14:00
#NeurIPS2024
📍7008 western ballroom, 11:00-14:00
#NeurIPS2024