Surana, Shikha

1. Jumanji: a Diverse Suite of Scalable Reinforcement Learning Environments in JAX
   2023/06/16 by Bonnet, Clément, Luo, Daniel, Byrne, Donal +21 · 11 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG)
2. Winner Takes It All: Training Performant RL Populations for Combinatorial Optimization
   2022/10/07 by Nathan Grinsztajn, Daniel Furelos-Blanco, Grinsztajn, Nathan +4 · 8 citations
   Computer Science · Decision Sciences · Engineering · #Artificial Intelligence (cs.AI) #Auction Theory and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Metaheuristic Optimization Algorithms Research #Vehicle Routing Optimization Methods
3. Combinatorial Optimization with Policy Adaptation using Latent Space Search
   2023/11/13 by Félix Chalumeau, Shikha Surana, Chalumeau, Felix +11 · 8 citations
   Computer Science · Engineering · #Advanced Multi-Objective Optimization Algorithms #Vehicle Routing Optimization Methods #Metaheuristic Optimization Algorithms Research
4. Efficient Learning of Locomotion Skills through the Discovery of Diverse Environmental Trajectory Generator Priors
   2022/10/10 by Shikha Surana, Surana, Shikha, Bryan Lim +3 · 1 citation
   Computer Science · Engineering · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Human Pose and Action Recognition #Machine Learning (cs.LG) #Neural and Evolutionary Computing (cs.NE) #Reinforcement Learning in Robotics #Robotic Locomotion and Control #Robotics (cs.RO)
5. Metalic: Meta-Learning In-Context with Protein Language Models
   2024/10/10 by Jacob Beck, Shikha Surana, Beck, Jacob +10 · 1 citation
   Biochemistry, Genetics and Molecular Biology · Computer Science · #Biomedical Text Mining and Ontologies #FOS: Computer and information sciences #Machine Learning (cs.LG) #Natural Language Processing Techniques #Topic Modeling