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December 15 - TVM Tutorial Day
| Title | Time (PST) | Track | Speakers | Organization |
|---|
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December 16 - TVMCon Day 1
| Title | Time (PST) | Track | Speakers | Organization |
|---|---|---|---|---|
| Lightning Talks – Compilation and Optimization | 2:40 pm | Lightning Talks | Speakers: Various | Organization: The Apache TVM Community |
| Puffin: A MLIR-based tensorizer for training | 2:40 pm | Lightning Talks | Speakers: Liangfu Chen | Organization: Amazon Web Services |
| Verifiable Compilation to Accelerators Using a Formal Software/Hardware Interface and Flexible Matching | 2:46 pm | Lightning Talks | Speakers: Gus Smith | Organization: University of Washington |
| Automatic Tensorized Program Optimization | 2:52 pm | Lightning Talks | Speakers: Bohan Hou | Organization: Carnegie Mellon University |
| Tsunami: Training in TVM with Relay | 2:58 pm | Lightning Talks | Speakers: Altan Haan | Organization: OctoML |
| R-TVM, a polyhedral mapper for TVM | 3:04 pm | Lightning Talks | Speakers: Benoit Meister | Organization: Reservoir Labs |
| Fuzzing TVM Relay | 3:10 pm | Lightning Talks | Speakers: Steven Lyubomirsky | Organization: University of Washington |
| RoofTune:Accelerating the Tuning Process Based on Roofline Model | 3:16 pm | Lightning Talks | Speakers: Hui Zhong Haiwen Fu Xiaohua Shi | Organization: Beihang University |
| SONAR: Direct architecture and system optimization search | 3:22 pm | Lightning Talks | Speakers: Elias Jaasaari | Organization: Carnegie Mellon University |
| Collage: Automated Integration of Deep Learning Backends | 3:28 pm | Lightning Talks | Speakers: Byungsoo Jeon | Organization: Carnegie Mellon University |
| The CoRa Tensor Compiler: Compilation for Ragged Tensors with Minimal Padding | 3:34 pm | Lightning Talks | Speakers: Pratik Fegade | Organization: Carnegie Mellon University |
| Multi-stream Support for Virtual Machine Executor | 3:40 pm | Lightning Talks | Speakers: Yaoyao Ding | Organization: University of Toronto |
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December 17 - TVMCon Day 2
| Title | Time (PST) | Track | Speakers | Organization |
|---|---|---|---|---|
| Lightning Talks – Edge and Embedded | 2:40 pm | Lightning Talks | Speakers: Various | Organization: Apache TVM Community |
| Extremely Fast GEMM on AVX512 CPUs Combining TVM and XSMM | 2:40 pm | Lightning Talks | Speakers: Honglin Zhu | Organization: Tencent Holding Limited |
| A Simulation-Based TVM Extension for Auto-Tuning in the Early Design Phases | 2:46 pm | Lightning Talks | Speakers: Yannick Braatz Michael J. Klaiber Axel J. Acosta | Organization: Robert Bosch GmbH |
| Leveraging TVM as a front-end compiler for RISC-V based custom tinyML processor | 2:52 pm | Lightning Talks | Speakers: Vaibhav Verma | Organization: University of Virginia |
| Integrate TVM With MediaTek NeuroPilot for Mobile Devices | 2:58 pm | Lightning Talks | Speakers: Robert Lai Chun-Ping Chung | Organization: Mediatek |
| Caffe-SSD Inference on Edge Device Using TVM and Hybrid Script | 3:04 pm | Lightning Talks | Speakers: Masahiro Hiramori | Organization: Mitsubishi Electric Corporation |
| Support sparse and irregular workloads in TIR | 3:10 pm | Lightning Talks | Speakers: Zihao Ye Ruihang Lai | Organization: University of Washington |
| Optimization with TVM Hybrid OP on RISC-V with P Extension | 3:16 pm | Lightning Talks | Speakers: Lee Jenq-Kuen Yu Meng-Shiun Yuan Chuan-Yue | Organization: National Tsing Hua University, Taiwan |
| Integer Only Quantization and Pruning of Transformers | 3:22 pm | Lightning Talks | Speakers: Amir Gholami Sehoon Kim | Organization: UC Berkeley |
| Another Automatic Kernel Generator on Huawei NPU with Polyhedral Compilation | 3:28 pm | Lightning Talks | Speakers: Shenghu Jiang Mingli Sun | Organization: Beihang University |
| Extending auto-scheduler to support performance evaluation with timing model | 3:34 pm | Lightning Talks | Speakers: Minchun Liao Yaohua Chen Chungta King | Organization: National Tsing Hua University, Industrial Technology Research Institute (ITRI) |
| TVM at Qualcomm Adreno | 3:40 pm | Lightning Talks | Speakers: Siva Rama Krishna | Organization: Qualcomm India Pvt Ltd |
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