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Projects
Recent Publications
Automating document classification with distant supervision to increase the efficiency of systematic reviews: A case study on identifying studies with HIV impacts on female sex workers
Li, X., Zhang, A., Al-Zaidy, R., Rao, A., Baral, S., Bao, L. & Giles, C. L., Jun 2022, In: PloS one. 17, 6 June, e0270034.Research output: Contribution to journal › Article › peer-review
Understanding the onset of hot streaks across artistic, cultural, and scientific careers
Liu, L., Dehmamy, N., Chown, J., Giles, C. L. & Wang, D., Dec 1 2021, In: Nature communications. 12, 1, 5392.Research output: Contribution to journal › Article › peer-review
Investigating Backpropagation Alternatives when Learning to Dynamically Count with Recurrent Neural Networks
Mali, A., Ororbia, A., Kifer, D. & Giles, L., 2021, In: Proceedings of Machine Learning Research. 153, p. 154-175 22 p.Research output: Contribution to journal › Conference article › peer-review
Recognizing Long Grammatical Sequences using Recurrent Networks Augmented with an External Differentiable Stack
Mali, A., Ororbia, A., Kifer, D. & Giles, L., 2021, In: Proceedings of Machine Learning Research. 153, p. 130-153 24 p.Research output: Contribution to journal › Conference article › peer-review
Understanding and predicting retractions of published work
Modukuri, S. A., Rajtmajer, S., Squicciarini, A. C., Wu, J. & Giles, C. L., 2021, In: CEUR Workshop Proceedings. 2831Research output: Contribution to journal › Conference article › peer-review
Design and analysis of a synthetic prediction market using dynamic convex sets
Nakshatri, N., Menon, A., Giles, C. L., Rajtmajer, S. & Griffin, C., Dec 2021, In: Results in Control and Optimization. 5, 100052.Research output: Contribution to journal › Article › peer-review
Screenomics: A Framework to Capture and Analyze Personal Life Experiences and the Ways that Technology Shapes Them
Reeves, B., Ram, N., Robinson, T. N., Cummings, J. J., Giles, C. L., Pan, J., Chiatti, A., Cho, M., Roehrick, K., Yang, X., Gagneja, A., Brinberg, M., Muise, D., Lu, Y., Luo, M., Fitzgerald, A. & Yeykelis, L., 2021, In: Human-Computer Interaction. 36, 2, p. 150-201 52 p.Research output: Contribution to journal › Article › peer-review
Ranked list fusion and re-ranking with pre-trained transformers for ARQMath lab
Rohatgi, S., Wu, J. & Giles, C. L., 2021, In: CEUR Workshop Proceedings. 2936, p. 125-132 8 p.Research output: Contribution to journal › Conference article › peer-review
Deep Learning Can Predict Laboratory Quakes From Active Source Seismic Data
Shokouhi, P., Girkar, V., Rivière, J., Shreedharan, S., Marone, C., Giles, C. L. & Kifer, D., Jun 28 2021, In: Geophysical Research Letters. 48, 12, e2021GL093187.Research output: Contribution to journal › Article › peer-review
Physics-informed deep learning for prediction of CO2 storage site response
Shokouhi, P., Kumar, V., Prathipati, S., Hosseini, S. A., Giles, C. L. & Kifer, D., Aug 2021, In: Journal of Contaminant Hydrology. 241, 103835.Research output: Contribution to journal › Article › peer-review
Guest Editorial: Scholarly Big Data
Xia, F., Giles, C. L., Liu, H. & Wang, K., Jan 1 2021, In: IEEE Transactions on Emerging Topics in Computing. 9, 1, p. 200-203 4 p., 9372350.Research output: Contribution to journal › Editorial › peer-review
An entropy metric for regular grammar classification and learning with recurrent neural networks
Zhang, K., Wang, Q. & Giles, C. L., Feb 2021, In: Entropy. 23, 1, p. 1-19 19 p., 127.Research output: Contribution to journal › Article › peer-review
CODA-19: Using a non-expert crowd to annotate research aspects on 10,000+ abstracts in the COVID-19 open research dataset
Huang, T. H., Huang, C. Y., Ding, C. K. C., Hsu, Y. C. & Lee Giles, C., 2020, In: Proceedings of the Annual Meeting of the Association for Computational Linguistics.Research output: Contribution to journal › Conference article › peer-review
A Neural State Pushdown Automata
Mali, A. A., Ororbia, A. G. & Giles, C. L., Dec 2020, In: IEEE Transactions on Artificial Intelligence. 1, 3, p. 193-205 13 p.Research output: Contribution to journal › Article › peer-review
Continual Learning of Recurrent Neural Networks by Locally Aligning Distributed Representations
Ororbia, A., Mali, A., Lee Giles, C. & Kifer, D., Oct 2020, In: IEEE Transactions on Neural Networks and Learning Systems. 31, 10, p. 4267-4278 12 p., 8963851.Research output: Contribution to journal › Article › peer-review