Aug 293:00 PM–4:15 PM | Introduction [Slides] | | |
Chapter I: Kernel Related | | | |
Sep 53:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | I/O Aware & Exact Attention [Slides] | [Link] | |
Sep 123:00 PM–4:15 PM | Sparse Attention [Slides] | [Link] | |
Sep 193:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Kernel Generation & Compiler [Slides] | [Link] | |
Sep 263:00 PM–4:15 PM | Execution Optimization/Serving [Slides] | [Link] | |
Chapter II: Efficient LLM | | | |
Oct 33:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | LLM 101 [Slides] | [Link] | |
Oct 103:00 PM–4:15 PM | Efficient Inference & Long-context [Slides] | [Link] | |
Oct 173:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Model Compression (Quant & Pruning) [Slides] | [Link] | |
Oct 243:00 PM–4:15 PM | Efficient Training [Slides] | [Link] | |
Oct 313:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Efficient Model Designs [Slides] | [Link] | |
Chapter III: Video Generation | | | |
Nov 73:00 PM–4:15 PM | SOTA/Baseline Model [Slides] | [Link] | |
Nov 143:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Optimization Techniques [Slides] | [Link] | |
Nov 213:00 PM–4:15 PM | Long Video Generation [Slides] | [Link] | |
Nov 283:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Video Super Resolution [Slides] | [Link] | |
Chapter IV: Secure LLM | | | |
Dec 53:00 PM–4:15 PM | Diffusion Model/Flow Matching [Slides] | [Link] | |
Dec 123:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Watermarking [Slides] | [Link] | |
Dec 193:00 PM–4:15 PM | Efficient CNN [Slides] | [Link] | |
Dec 263:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Encryption [Slides] | [Link] | |
Chapter V: MLLM Video Understanding | | | |
Jan 23:00 PM–4:15 PM | SOTA/Baseline [Slides] | [Link] | |
Jan 93:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |
3:40 PM–4:15 PM | Optimization Techniques [Slides] | [Link] | |
Jan 163:00 PM–4:15 PM | Algorithm Design [Slides] | [Link] | |
Jan 233:00 PM–3:40 PM | Guest Lecture: [Lecturer TBA] [bio]Topic Not ConfirmedTo Be Determined | | |