| Heterogeneity for the win: One-shot federated clustering DK Dennis, T Li, V Smith International conference on machine learning, 2611-2620, 2021 | 257 | 2021 |
| Multiple instance learning for efficient sequential data classification on resource-constrained devices D Dennis, C Pabbaraju, HV Simhadri, P Jain Advances in Neural Information Processing Systems 31, 2018 | 69 | 2018 |
| Shallow rnn: accurate time-series classification on resource constrained devices D Dennis, DAE Acar, V Mandikal, VS Sadasivan, V Saligrama, ... Advances in neural information processing systems 32, 2019 | 64* | 2019 |
| Single cycle RISC-V micro architecture processor and its FPGA prototype DK Dennis, A Priyam, SS Virk, S Agrawal, T Sharma, A Mondal, KC Ray 2017 7th International Symposium on Embedded Computing and System Design …, 2017 | 57 | 2017 |
| GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users SG Patil, DK Dennis, C Pabbaraju, N Shaheer, HV Simhadri, V Seshadri, ... Proceedings of the 32nd Annual ACM Symposium on User Interface Software and …, 2019 | 53* | 2019 |
| EdgeML: Machine Learning for resource-constrained edge devices DK Dennis, Y Gaurkar, S Gopinath, S Goyal, C Gupta, M Jain, S Jaiswal, ... URL https://github. com/Microsoft/EdgeML, 2020 | 52* | 2020 |
| Progressive Ensemble Distillation: Building Ensembles for Efficient Inference D Dennis, A Shetty, AP Sevekari, K Koishida, V Smith Advances in Neural Information Processing Systems 36, 2023 | 15* | 2023 |
| Bitrate-constrained dro: Beyond worst case robustness to unknown group shifts A Setlur, D Dennis, B Eysenbach, A Raghunathan, C Finn, V Smith, ... arXiv preprint arXiv:2302.02931, 2023 | 14 | 2023 |
| Revisiting cascaded ensembles for efficient inference S Kolawole, D Dennis, A Talwalkar, V Smith Workshop on Efficient Systems for Foundation Models II@ ICML2024, 2024 | 6 | 2024 |
| Agreement-based cascading for efficient inference S Kolawole, D Dennis, A Talwalkar, V Smith arXiv preprint arXiv:2407.02348, 2024 | 4 | 2024 |
| COpter: Efficient Large-Scale Resource-Allocation via Continual Optimization SJ Subramanya, DK Dennis, V Smith, GR Ganger Proceedings of the ACM SIGOPS 31st Symposium on Operating Systems Principles …, 2025 | 1 | 2025 |
| Efficient Machine Learning in Dynamic Environments D Dennis Carnegie Mellon University, 2025 | | 2025 |
| Progressive Knowledge Distillation: Balancing Inference Latency and Accuracy at Runtime D Dennis, A Shetty, A Sevekari, K Koishida, V Smith Workshop on Efficient Systems for Foundation Models@ ICML2023, 2023 | | 2023 |
Virginia SmithCarnegie Mellon UniversityVerified email at cmu.edu
