PREFER: Precise Regional Forecasting via Intelligent and Rapid Harnessing

Publications and Software


  • Jie Lian, Xu Yuan, Ming Li, and Nian-Feng Tzeng, “Fall Detection via Inaudible Acoustic Sensing,” accepted in September 2021 for publication in Proceedings of ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (ACM Ubicomp/IMWUT Journal Series), PDF (906 KB).

  • Jie Lian, Jiadong Lou, Li Chen, and Xu Yuan, “EchoSpot: Spotting Your Locations via Acoustic Sensing,” accepted in September 2021 for publication in Proceedings of ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies (ACM Ubicomp/IMWUT Journal Series), PDF (1,038 KB).

  • L. Chen, S. Liu, and B. Li, "Optimizing Network Transfers for Data Analytic Jobs across Geo-Distributed Datacenters," IEEE Transactions on Parallel and Distributed Systems, vol. 33, no. 2, pp. 403-414, February 2022, PDF (1,417 KB).

  • Yihe Zhang, Xu Yuan, and Nian-Feng Tzeng, “Platform-Oblivious Anti-Spam Gateway,” accepted for presentation in Annual Computer Security Applications Conference (ACSAC), December 2021, PDF (1,554 KB).

  • P. Poduval, Z. Zhou, M. H. Najafi, H. Homayoun, and M. Imani, "StocHD: Stochastic Hyperdimensional System for Efficient and Robust Learning from Raw Data," accepted for presentation at 58th ACM/IEEE Design Automation Conference (DAC), December 2021, PDF (655 KB).

  • Yihe Zhang, Jiadong Lou, Li Chen, Jin Li, Nian-Feng Tzeng, and Xu Yuan, “Reverse Attack: Black-box Attacks on Collaborative Recommendation,” accepted for presentation in ACM Conference on Computer and Communications Security (CCS 2021), November 2021, PDF (13,545 KB).

  • S. Asadi, M. H. Najafi, and M. Imani, "CORLD: In-Stream Correlation Manipulation for Low-Discrepancy Stochastic Computing," accepted for presentation in 40th IEEE/ACM International Conference on Computer-Aided Design (ICCAD), November 2021.

  • P. Srinuan, P. Sigdel, L. Peng, X. Yuan, P. Darby, C. Aucoin, and N.-F. Tzeng, “GPU-Assisted Memory Expansion,” accepted for presentation in 15th International Conference on Networking, Architecture, and Storage (NAS 2021), October 2021, PDF (280 KB).

  • Y. Zhang, X. Yuan, S. Kimball, E. Rappin, L. Chen, P. Darby, T. Johnsten, L. Peng, B. Pitre, D. Bourrie, and N.-F. Tzeng, "Precise Weather Parameter Predictions for Target Regions via Neural Networks," accepted for presentation in 2021 European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), September 2021, PDF (755 KB).

  • P. Schober, M. H. Najafi, and N. TaheriNejad, "High-Accuracy Multiply-Accumulate (MAC) Technique for Unary Stochastic Computing," accepted in June 2021 for publication in IEEE Transactions on Computers, PDF (1,544 KB).

  • Y. He, F. Lin, X. Yuan, and N.-F. Tzeng, “Interpretable Minority Synthesis for Imbalanced Classification,” Proceedings of the 30th International Joint Conference on Artificial Intelligence (IJCAI-21), August 2021, PDF (250 KB).

  • J. Jarachanthan, L. Chen, F. Xu, and B. Li, "AMPS-Inf: Automatic Model Partitioning for Serverless Inference with Cost Efficiency," Proceedings of the 50th International Conference on Parallel Processing (ICPP 2021), August 2021, PDF (1,010 KB).

  • Z. Zhang, Q. Qi, R. Shang, L. Chen, and F. Xu, "Prophet: Speeding up Distributed DNN Training with Predictable Communication Scheduling," Proceedings of the 50th International Conference on Parallel Processing (ICPP 2021), August 2021, PDF (1,480 KB).

  • H. Lan, L. Chen, and B. Li, "Accelerated Device Placement Optimization with Contrastive Learning," Proceedings of the 50th International Conference on Parallel Processing (ICPP 2021), August 2021, PDF (2,036 KB).

  • M. R, Alam, M. H. Najafi, and N. TaheriNejad, “Exact Stochastic Computing Multiplication in Memristive Memory,” IEEE Design & Test, Early Access, PDF (650 KB).

  • K. Givaki, R. Hojabr, M. H. Gholamrezaei, A. Khonsari, S. Gorgin, D. Rahmati, and M. H. Najafi, “High Performance Deterministic Stochastic Computing Using Residue Number System,” IEEE Design & Test, Early Access, PDF (938 KB).

  • J. Lou, X. Yuan, S. Kompella, and N.-F. Tzeng, “Boosting or Hindering: AoI and Throughput Interrelation in Routing-aware Multi-hop Wireless Networks,” IEEE/ACM Transactions on Networking, vol. 29, no. 3, pp. 1008-1021, June 2021, PDF (2,085 KB).

  • S. Asadi, M. H. Najafi, and M. Imani, “A Low-Cost FSM-based Bit-Stream Generator for Low-Discrepancy Stochastic Computing,” Proceedings of 2021 Design, Automation, and Test in Europe (DATE), February 2021, PDF (1,010 KB).

  • Z. Zou, Y. Kim, M. H. Najafi, and M. Imani, “ManiHD: Efficient Hyper-Dimensional Learning Using Manifold Trainable Encoder,” Proceedings of 2021 Design, Automation, and Test in Europe (DATE), February 2021, PDF (526 KB).


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