# 🚀 Thrilled to share that our lab has THREE papers accepted at #NeurIPS2025 on AI efficiency from re…

- 来源：Hao AI Lab (@haoailab)
- 发布时间：2025-09-22 02:08
- AIHOT 链接：https://aihot.virxact.com/items/cmnxjn85o00gusl9olgkoi24i
- 原文链接：https://x.com/haoailab/status/1969825956576854283

## AI 摘要

🚀 很高兴分享我们实验室有三篇论文被 #NeurIPS2025 接收，主题是从推理到视频生成的 AI 效率。来和我们一起玩吧，今年在 UCSD 本地举办，一定会很有趣！😎

## 正文

🚀 Thrilled to share that our lab has THREE papers accepted at #NeurIPS2025 on AI efficiency from reasoning to video generation. Come hang out with us， it's going to be a lot of fun this year here local to UCSD！ 😎

📊 Efficiently Scaling LLM Reasoning with Certaindex Introduces Certaindex， an algorithm-agnostic metric measuring evolving stability that signals when further computation won't change results， plus Dynasor serving system achieving up to 50% compute savings and 3.3x higher efficiency 📎 https://arxiv.org/abs/2412.20993 @FuYichao123 @Junda_Chen_

⚡ Scaling Speculative Decoding with Lookahead Reasoning Exploits step-level parallelism to overcome token-level speculative decoding limitations， boosting speedup from 1.4x to 2.1x on GSM8K 📎 https://arxiv.org/abs/2506.19830 @FuYichao123

🎥 VSA： Faster Video Diffusion with Trainable Sparse Attention is a hardware-efficient sparse attention for video DiTs that cuts training FLOPS by 2.53× with zero loss in diffusion quality 📎 https://arxiv.org/abs/2505.13389 @PY_Z001 @BrianChen112900

Congrats to all collaborators！ 🎉