Mechanism‐Informed Machine Learning Enables Discovery of Oncolytic Peptides for Cancer Immunotherapy
MISPOP integrates ensemble learning with membrane‐active physicochemical priors to identify Dermaseptin‐S9, a natural oncolytic peptide that disrupts tumor membranes, triggers immunogenic cell death, and shows strong antitumor activity. The study illustrates a mechanism‐informed route from peptide sequence data to cancer immunotherapy leads.
Wen Zhang +11 more
wiley +1 more source
Blockchain-enhanced incentive-compatible mechanisms for multi-agent reinforcement learning systems. [PDF]
Tian K.
europepmc +1 more source
A Comprehensive Survey on Multi-Agent Reinforcement Learning for Connected and Automated Vehicles. [PDF]
Yadav P, Mishra A, Kim S.
europepmc +1 more source
SMarT‐Diff introduces a multi‐objective generative paradigm that integrates scaffold hopping with structure‐aware scoring to enable controlled exploration beyond the training distribution. The framework consistently balances drug‐likeness, synthesizes accessibility and bioactivity, yielding chemically diverse candidates with enhanced properties.
Yuwei Yang +8 more
wiley +1 more source
A multi-agent reinforcement learning framework for exploring dominant strategies in iterated and evolutionary games. [PDF]
Su Q, Wang H, Xia Y, Wang L.
europepmc +1 more source
Toward Energy-Efficient Routing of Multiple AGVs with Multi-Agent Reinforcement Learning. [PDF]
Ye X, Deng Z, Shi Y, Shen W.
europepmc +1 more source
SIRT6‐mediated ATF3 acetylation drives MGARP transcription and mitochondrial dysfunction in macrophages, promoting macrophage senescence and pulmonary fibrosis. Mechanistically, HSP70/Importin α competitively binds to ATF3, modulating its nuclear translocation.
Demin Cheng +18 more
wiley +1 more source
Multi-modal and multi-agent reinforcement learning framework for urban traffic flow prediction and signal control optimization. [PDF]
Wang R, Zhang J, Wang X, He H, Zou Y.
europepmc +1 more source
Multi-Agent Reinforcement Learning for Traffic Flow Management of Autonomous Vehicles. [PDF]
Mushtaq A +5 more
europepmc +1 more source
Terahertz Channel Modeling, Estimation and Localization in RIS‐Assisted Systems
Reconfigurable intelligent surfaces have become a recent intensive research focus. Based on practical applications, channel strategies for RIS‐assisted terahertz wireless communication systems are categorized into three different types: channel modeling, channel estimation, and channel localization.
Hongjing Wang +9 more
wiley +1 more source

