Hongyu Ren

1. On the Opportunities and Risks of Foundation Models
   2021/08/16 by Rishi Bommasani, Drew A. Hudson, Bommasani, Rishi +233 · 11 voices · 538 citations
   Computer Science · #Domain Adaptation and Few-Shot Learning #Adversarial Robustness in Machine Learning #Topic Modeling
2. OpenAI o1 System Card
   2024/12/21 by OpenAI, :, Aaron Jaech +347 · 500 citations
   Computer Science · #Advanced Computational Techniques and Applications
3. OGB-LSC: A Large-Scale Challenge for Machine Learning on Graphs
   2021/03/17 by Weihua Hu, Hu, Weihua, Matthias Fey +9 · 17 citations
   Computer Science · Materials Science · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Materials Science
4. Graph Information Bottleneck
   2020/10/24 by Tailin Wu, Hongyu Ren, Wu, Tailin +5 · 15 citations
   Computer Science · #Advanced Graph Neural Networks #Adversarial Robustness in Machine Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
5. Multi-Agent Generative Adversarial Imitation Learning
   2018/07/26 by Jiaming Song, Song, Jiaming, Hongyu Ren +5 · 8 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multiagent Systems (cs.MA) #Reinforcement Learning in Robotics
6. Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs
   2020/10/22 by Hongyu Ren, Ren, Hongyu, Jure Leskovec +1 · 7 citations
   Computer Science · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Topic Modeling
7. MAgIC: Investigation of Large Language Model Powered Multi-Agent in Cognition, Adaptability, Rationality and Collaboration
   2023/11/14 by Lin Xu, Xu, Lin, Zhiyuan Hu +13 · 9 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Topic Modeling
8. Combiner: Full Attention Transformer with Sparse Computation Cost
   2021/07/12 by Hongyu Ren, Ren, Hongyu, Hanjun Dai +11 · 4 citations
   Computer Science · #Topic Modeling #Multimodal Machine Learning Applications #Advanced Graph Neural Networks
9. Relational Message Passing for Knowledge Graph Completion
   2020/02/17 by Hongwei Wang, Wang, Hongwei, Hongyu Ren +3 · 3 citations
   Computer Science · #Advanced Graph Neural Networks #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
10. Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones
    2021/10/28 by Yushi Bai, Rex Ying, Bai, Yushi +5 · 2 citations
    Biochemistry, Genetics and Molecular Biology · Computer Science · #Advanced Graph Neural Networks #Bayesian Modeling and Causal Inference #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #I.2.4 #Machine Learning (cs.LG) #Social and Information Networks (cs.SI) #Topic Modeling