2 papers
cs.LG2026
LPDP: Inference-Time Reward Control for Variable-Length DNA Generation with Edit Flows
Jeongchan Kim, Yunkyung Ko, Jong Chul Ye
We study the application of recent Edit Flows for inference-time reward control for DNA sequence generation. Unlike most reward-guided DNA generation frameworks, which operate on f…
cs.LG2025
Score-informed Neural Operator for Enhancing Ordering-based Causal Discovery
Jiyeon Kang, Songseong Kim, Chanhui Lee +6
Ordering-based approaches to causal discovery identify topological orders of causal graphs, providing scalable alternatives to combinatorial search methods. Under the Additive Nois…