From the 1 of 4 linked papers with an AI index.
4 papers
Dysco: Dynamic Subspace Boosting to Mitigate LoRA Interference in Federated Learning
Haobo Zhang, Jiankun Wang, Suraj Rajendran +5
The paper introduces Dysco, a plug‑in technique for federated fine‑tuning of large models that dynamically allocates client‑specific LoRA subspaces to reduce interference caused by…
Unraveling LoRA Interference: Orthogonal Subspaces for Robust Model Merging
Haobo Zhang, Jiayu Zhou
Fine-tuning large language models (LMs) for individual tasks yields strong performance but is expensive for deployment and storage. Recent works explore model merging to combine mu…
Molecular Lead Optimization via Agentic Tool Planning
Lingxiao Li, Haobo Zhang, Ruohao Fan +2
Drug discovery is a lengthy and resource-intensive process composed of multiple stages. Among these stages, lead optimization plays a critical role in transforming early hit compou…
Chain-of-Generation: Progressive Latent Diffusion for Text-Guided Molecular Design
Lingxiao Li, Haobo Zhang, Bin Chen +1
Text-conditioned molecular generation aims to translate natural-language descriptions into chemical structures, enabling scientists to specify functional groups, scaffolds, and phy…