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COMP 620
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Schedule


DateLectureMaterialsLogistics
Aug 293:00 PM–4:15 PMIntroduction [Slides]
Chapter I: Kernel Related
Sep 53:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMI/O Aware & Exact Attention [Slides][Link]
Sep 123:00 PM–4:15 PMSparse Attention [Slides][Link]
Sep 193:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMKernel Generation & Compiler [Slides][Link]
Sep 263:00 PM–4:15 PMExecution Optimization/Serving [Slides][Link]
Chapter II: Efficient LLM
Oct 33:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMLLM 101 [Slides][Link]
Oct 103:00 PM–4:15 PMEfficient Inference & Long-context [Slides][Link]
Oct 173:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMModel Compression (Quant & Pruning) [Slides][Link]
Oct 243:00 PM–4:15 PMEfficient Training [Slides][Link]
Oct 313:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMEfficient Model Designs [Slides][Link]
Chapter III: Video Generation
Nov 73:00 PM–4:15 PMSOTA/Baseline Model [Slides][Link]
Nov 143:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMOptimization Techniques [Slides][Link]
Nov 213:00 PM–4:15 PMLong Video Generation [Slides][Link]
Nov 283:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMVideo Super Resolution [Slides][Link]
Chapter IV: Secure LLM
Dec 53:00 PM–4:15 PMDiffusion Model/Flow Matching [Slides][Link]
Dec 123:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMWatermarking [Slides][Link]
Dec 193:00 PM–4:15 PMEfficient CNN [Slides][Link]
Dec 263:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMEncryption [Slides][Link]
Chapter V: MLLM Video Understanding
Jan 23:00 PM–4:15 PMSOTA/Baseline [Slides][Link]
Jan 93:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined
3:40 PM–4:15 PMOptimization Techniques [Slides][Link]
Jan 163:00 PM–4:15 PMAlgorithm Design [Slides][Link]
Jan 233:00 PM–3:40 PMGuest Lecture: [Lecturer TBA] [bio]
Topic Not ConfirmedTo Be Determined