Jinkyoo Park

19

Papers

82

Total Citations

Papers (19)

Local Search GFlowNets

Adaptive teachers for amortized samplers

Generative Flows on Synthetic Pathway for Drug Design

MOFFlow: Flow Matching for Structure Prediction of Metal-Organic Frameworks

Learning Strategy Representation for Imitation Learning in Multi-Agent Games

Learning to Scale Logits for Temperature-Conditional GFlowNets

Learning to Sample Effective and Diverse Prompts for Text-to-Image Generation

Symmetric Replay Training: Enhancing Sample Efficiency in Deep Reinforcement Learning for Combinatorial Optimization

Equity-Transformer: Solving NP-Hard Min-Max Routing Problems as Sequential Generation with Equity Context

Learning Efficient Surrogate Dynamic Models with Graph Spline Networks

Bootstrapped Training of Score-Conditioned Generator for Offline Design of Biological Sequences

Dissecting Neural ODEs

Hypersolvers: Toward Fast Continuous-Depth Models

Neural Hybrid Automata: Learning Dynamics With Multiple Modes and Stochastic Transitions

Learning Collaborative Policies to Solve NP-hard Routing Problems

Differentiable Multiple Shooting Layers

Sym-NCO: Leveraging Symmetricity for Neural Combinatorial Optimization

Transform Once: Efficient Operator Learning in Frequency Domain

Learning NP-Hard Multi-Agent Assignment Planning using GNN: Inference on a Random Graph and Provable Auction-Fitted Q-learning