Publication Learning General World Models in a Handful of Reward-Free Deployments Yingchen Xu, Jack Parker-Holder, Aldo Pacchiano, Philip J. Ball, Oleh Rybkin, Stephen J. Roberts, Tim Rocktäschel October 2022
Publication Discrete Compositional Representations as an Abstraction for Goal Conditioned Reinforcement Learning Riashat Islam, Hongyu Zang, Anirudh Goyal, Alex Lamb, Kenji Kawaguchi, Xin Liu, Romain Laroche, Yoshua Bengio, Remi Tachet des Combes October 2022
Publication QuickSkill: Novice Skill Estimation in Online Multiplayer Games Chaoyun Zhang, Kai Wang, Hao Chen, Ge Fan, Yingjie Li, Lifang Wu, Bingchao Zheng Conference on Information and Knowledge Management | October 2022
Publication Reasoning Like Program Executors Xinyu Pi, Qian Liu, Bei Chen, Morteza Ziyadi, Zeqi Lin, Yan Gao, Qiang Fu, Jian-Guang Lou, Weizhu Chen EMNLP2022 | October 2022
Publication Generating Multiple-Length Summaries via Reinforcement Learning for Unsupervised Sentence Summarization Dongmin Hyun, Xiting Wang, Chanyoung Park, Xing Xie, Hwanjo Yu Conference on Empirical Methods in Natural Language Processing (EMNLP Findings) | October 2022
Publication RTFormer: Efficient Design for Real-Time Semantic Segmentation with Transformer Jian Wang, Chenhui Gou, Qiman Wu, Haocheng Feng, Junyu Han, Errui Ding, Jingdong Wang Neural Information Processing Systems | October 2022
Publication Overwatch: Learning Patterns in Code Edit Sequences Yuhao Zhang, Yasharth Bajpai, Priyanshu Gupta, Ameya Ketkar, Miltos Allamanis, Titus Barik, Sumit Gulwani, Arjun Radhakrishna, Mohammad Raza, Gustavo Soares, Ashish Tiwari OOPSLA: Proceedings of the ACM on Programming Languages | October 2022 Project
Publication RaVÆn: unsupervised change detection of extreme events using ML on-board satellites Vít Růžička, Anna Vaughan, Daniele De Martini, James Fulton, Valentina Salvatelli, Chris Bridges, Gonzalo Mateo-Garcia, Valentina Zantedeschi Nature Scientific Reports | October 2022
Publication Unified Detoxifying and Debiasing in Language Generation via Inference-time Adaptive Optimization Zonghan Yang, Xiaoyuan Yi, Peng Liu, Yang Liu, Xing Xie October 2022 Preprint