1 citations · 1 across the 3 of their papers we have counts for
3 papers
cs.AI2026
Interference-Aware K-Step Reachable Communication in Multi-Agent Reinforcement Learning
Ziyu Cheng, Jinsheng Ren, Zhouxian Jiang +4
Effective communication is pivotal for addressing complex collaborative tasks in multi-agent reinforcement learning (MARL). Yet, limited communication bandwidth and dynamic, intric…
cs.CL2022
Learning Invariable Semantical Representation from Language for Extensible Policy Generalization
Yihan Li, Jinsheng Ren, Tianrun Xu +3
Recently, incorporating natural language instructions into reinforcement learning (RL) to learn semantically meaningful representations and foster generalization has caught many co…
cs.AI2018★ 1 cited
Abstraction Learning
Fei Deng, Jinsheng Ren, Feng Chen
There has been a gap between artificial intelligence and human intelligence. In this paper, we identify three key elements forming human intelligence, and suggest that abstraction…