4 papers
Decision Support under Prediction-Induced Censoring
Yan Chen, Ruyi Huang, Cheng Liu
In many data-driven online decision systems, actions determine not only operational costs but also the data availability for future learning -- a phenomenon termed Prediction-Induc…
SynCoGen: Synthesizable 3D Molecule Generation via Joint Reaction and Coordinate Modeling
Andrei Rekesh, Miruna Cretu, Dmytro Shevchuk +6
Synthesizability remains a critical bottleneck in generative molecular design. While recent advances have addressed synthesizability in 2D graphs, extending these constraints to 3D…
Continual Learning to Generalize Forwarding Strategies for Diverse Mobile Wireless Networks
Cheonjin Park, Victoria Manfredi, Xiaolan Zhang +5
Deep reinforcement learning (DRL) has been successfully used to design forwarding strategies for multi-hop mobile wireless networks. While such strategies can be used directly for…
A Communication and Computation Efficient Fully First-order Method for Decentralized Bilevel Optimization
Min Wen, Chengchang Liu, Ahmed Abdelmoniem +2
Bilevel optimization, crucial for hyperparameter tuning, meta-learning and reinforcement learning, remains less explored in the decentralized learning paradigm, such as decentraliz…