Julian Rodemann
@jurodemann.bsky.social
http://www.julian-rodemann.de | PhD student in statistics @LMU_Muenchen | currently @HarvardStats
Read the paper here:
📄 arxiv.org/abs/2403.04629
#MachineLearning #BayesianOptimization #XAI #HumanInTheLoop #Exosuits #ShapleyValues
📄 arxiv.org/abs/2403.04629
#MachineLearning #BayesianOptimization #XAI #HumanInTheLoop #Exosuits #ShapleyValues
Explaining Bayesian Optimization by Shapley Values Facilitates Human-AI Collaboration
Bayesian optimization (BO) with Gaussian processes (GP) has become an indispensable algorithm for black box optimization problems. Not without a dash of irony, BO is often considered a black box itsel...
arxiv.org
June 10, 2025 at 1:01 PM
Read the paper here:
📄 arxiv.org/abs/2403.04629
#MachineLearning #BayesianOptimization #XAI #HumanInTheLoop #Exosuits #ShapleyValues
📄 arxiv.org/abs/2403.04629
#MachineLearning #BayesianOptimization #XAI #HumanInTheLoop #Exosuits #ShapleyValues
🗣️ Reviewer feedback on our paper:
“Practical relevance with a well-motivated human-in-the-loop use case.”
“A pleasure to read... good figures, insightful explanations.”
“Novel integration of Shapley values into Bayesian Optimization for interpretability.”
“Practical relevance with a well-motivated human-in-the-loop use case.”
“A pleasure to read... good figures, insightful explanations.”
“Novel integration of Shapley values into Bayesian Optimization for interpretability.”
June 10, 2025 at 1:01 PM
🗣️ Reviewer feedback on our paper:
“Practical relevance with a well-motivated human-in-the-loop use case.”
“A pleasure to read... good figures, insightful explanations.”
“Novel integration of Shapley values into Bayesian Optimization for interpretability.”
“Practical relevance with a well-motivated human-in-the-loop use case.”
“A pleasure to read... good figures, insightful explanations.”
“Novel integration of Shapley values into Bayesian Optimization for interpretability.”
🦿 Exosuits support the lower back during physical labor — like pallet building.
📽️ See them in action:
📽️ See them in action:
June 10, 2025 at 1:01 PM
🦿 Exosuits support the lower back during physical labor — like pallet building.
📽️ See them in action:
📽️ See them in action:
💡 Why does this matter?
Because it helps personalize wearable robotic exosuits more efficiently — by enabling human users to understand and intervene in the process.
Because it helps personalize wearable robotic exosuits more efficiently — by enabling human users to understand and intervene in the process.
June 10, 2025 at 1:01 PM
💡 Why does this matter?
Because it helps personalize wearable robotic exosuits more efficiently — by enabling human users to understand and intervene in the process.
Because it helps personalize wearable robotic exosuits more efficiently — by enabling human users to understand and intervene in the process.
🧠 We open up the black box using Shapley values — to explain why Bayesian Optimization chooses specific parameters.
June 10, 2025 at 1:01 PM
🧠 We open up the black box using Shapley values — to explain why Bayesian Optimization chooses specific parameters.
Bayesian Optimization is great for black box optimization — but often a black box itself.
🔍 Why does it pick the parameters it does?
We wanted to find out.👇
🔍 Why does it pick the parameters it does?
We wanted to find out.👇
June 10, 2025 at 1:00 PM
Bayesian Optimization is great for black box optimization — but often a black box itself.
🔍 Why does it pick the parameters it does?
We wanted to find out.👇
🔍 Why does it pick the parameters it does?
We wanted to find out.👇