I like to explore and create. I spend most of my time studying how to realize artificial intelligence in physical and virtual environments. I graduated from the University of Chicago with B.S. in mathematics and B.A. in physics (both with honors). I am currently a PhD candidate at TTI-Chicago focusing on reinforcement learning (sequential decision making in an unknown environment). Professor Matthew Walter is my advisor.[my CV]
- Foundation of reinforcement learning (optimism, regret, safety)[2019b][2019c]
- Meaning and interpretation (semiotics, semantics, metaphors)[2019e]
- Social implications of machine learning technologies (algorithmic safeguards, human-centric objectives)[2019a]
- 3D computer vision (surface normals, geometric landmarks)[2019d][2016a]
- Language modeling (Chinese, glyph, summarization)[2019a]
- -, Walter MR. Maximum Expected Hitting Cost of a Markov Decision Process and Informativeness of Rewards. Neural Information Processing Systems (NeurIPS), 2019.[paper][poster]
- -, Cai Z. Towards Near-imperceptible Steganographic Text. Association for Computational Linguistics (ACL), 2019.[paper][talk][poster][code][nominated for best paper awards]
- Gehrmann S, -, Elder H, Rush AM. End-to-End Content and Plan Selection for Natural Language Generation. International Conference on Natural Language Generation (INLG), 2018.[paper][code]
- -*, Cai Z*. Glyph-aware Embedding of Chinese Characters. Subword and Character level models in NLP workshop at Empirical Methods in Natural Language Processing conference (EMNLP), 2017.[paper][poster][code]
- Towle VL, -, Zheng W, Issa N. “Mapping Cortical Function with Event-Related Electrocorticography” in Functional Mapping of the Cerebral Cortex, ed. Richard W. Byrne. (Springer, 2016), 91-104.[chapter][book]
- Brang D, -, Zhang W, Towle VL. Registering Imaged ECoG Electrodes to Human Cortex: A Geometry-based Technique. Journal of neuroscience methods, 64-73. 2016.[paper][software]
- Brang D, Towle VL, Suzuki S, Hillyard SA, Di Tusa S, -, Wu S, Tao J, Grabowecky M. Peripheral sounds rapidly activate visual cortex: evidence from electrocorticography. Journal of Neurophysiology, 3023-3028. 2015.[paper]
- Towle VL, Minama Reddy GK, -, Zhang W, Brang D, Hunter S, Kohrman MH, Marcucilli CJ, Tao J, Rossi MA, Frim DM, Byrne RW. Chasing Language Through the Brain: Three Successive Parallel Networks. Society for the Neurobiology of Language Conference, 2014.
- -. Word2vec Conjecture and A Limitative Result. In submission, 2019.[manuscript available upon request]
- -, Walter MR. Loop Estimator for Discounted Values in Markov Reward Processes. In submission, 2019.[preprint]
- Vasiljevic I, Kolkin N, Zhang S, Luo R, Wang H, -, Daniele AF, Mostajabi M, Basart S, Walter MR, Shakhnarovich G. DIODE: A Dense Indoor and Outdoor DEpth Dataset. In submission, 2019.[preprint][website]
- -, Walter MR. Loop Estimator for Discounted Values in Markov Reward Processes. Poster session at Algorithmic Learning Theory (ALT), 2020.
- -, Walter MR. Finite Time Analysis of Potential-based Reward Shaping. Reinforcement Learning and Decision Making (RLDM), 2019. [Student travel fellowship]
- Vasiljevic I, Kolkin N, Luo R, Wang H, -, Daniele AF, Mostajabi M, Basart S, Walter MR, Shakhnarovich G. DIODE: A Dense Indoor and Outdoor DEpth Dataset. 3D Scene Understanding for Vision, Graphics, and Robotics workshop at Computer Vision and Pattern Recognition (CVPR), 2019.
- -, Cai Z. Towards Near-imperceptible Steganographic Text. Midwest Machine Learning Symposium (MMLS), 2019.
- - and others at RIPL @ TTIC. Rubik’s cube solving robot. National robotics week special exhibit at the Museum of Science and Industry, 2019.
- -, Walter MR. Reward-adjusted Diameters and Their Conditioning by Potential-based Reward Shaping. Learning by Instruction workshop at Neural Information Processing Systems (NeurIPS), 2018.
- - and others at RIPL @ TTIC. Checkers-playing robot. National robotics week special exhibit at the Museum of Science and Industry, 2018.
- Schaff C*, -*, Walter MR. Towards Active Imitation Learning. Learning from Demonstrations in High-Dimensional Feature Spaces workshop at Robotics: Science and Systems conference (RSS), 2017. [Student travel grant award]
- -, Walter MR. Notepad-Augmented Environments in Reinforcement Learning. Midwest Robotics workshop, 2017.
- -, Cai Z. Glyph-based Visual Chinese Character Embedding. Midwest Speech and Language Days (MSLD), 2017.
- -, Nettsheim G. Simulation and Modeling of the Anode of the Proposed Large-Area Picosecond Photo-Detector. Chicago Area Undergraduate Research Symposium, 2011.
- Electrocochleography (ECoG) electrode MR-CT registration: software.
- TwiThinks, a Twitter data analytics project that studies and visualizes Twitter data. Our realtime #ivoted (for Obama vs Romney) scoreboard received 20K+ hits on Election Day 2012. It was featured on MIT-CSAIL news.
- Once ranked 164th on Kaggle.
- Wikipedia Plus, a Chrome extension that enhances Wikipedia's user experience.
- 3D printing my MRI-scanned brain (reconstructed via Freesurfer): photo and mesh.
- My pre-2015 blog Substance.
- Focus, simulating focus+depth visual effect with CSS 3D transform and CSS filter.
- Volume Button, a 5-star Android app that replaces broken volume buttons by touch controls in the status bar accessible anywhere.