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| title | conference | date |
|---|---|---|
| AVA: Towards Agentic Video Analytics with Vision Language Models | NSDI '26 | 2026-05-04 |
AVA builds an Event Knowledge Graphs index from long streams by windowed captioning with a 7B VLM (e.g., ChainOne VL), semantic merging via BLEU/BERT-like… | ||
| JENGA: Enhancing LLM Long-Context Fine-tuning with Contextual Token Sparsity | USENIX ATC '25 | 2025-07-07 |
JENGA identifies and prunes redundant tokens during long-context fine-tuning to cut activation memory and speed up training, claiming up to 1.93× memory… | ||
| Ladder: Enabling Efficient Low-Precision Deep Learning Computing through... | 18th USENIX Symposium on Operating Systems Design and Implementation (OSDI '24) | 2024-07-10 |
Ladder is a compiler that represents evolving low‑bit formats as a first‑class tType and exposes four concrete tensor transforms (slice/map/convert/pad) to… | ||
| LitePred: Transferable and Scalable Latency Prediction for Hardware-Aware Neural... | 21st USENIX Symposium on Networked Systems Design and Implementation (NSDI '24) | 2024-04-16 |
LitePred claims it predicts DNN inference latency on new edge platforms by transferring existing predictors rather than rebuilding them. It uses a VAE data… | ||
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