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Enhance arXiv digest with plain-language Top3 summaries

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# ArXiv Daily Brief - 2026-03-08
## 🧠 今日 Top 3（普通人版概述）
1. **SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis**
- 一句话看懂: 它在做的事：Estimating heterogeneous treatment effects (HTEs) from right-censored survival data is critical in high-stakes applic...
- 你可能会关心: SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival An...（cs.LG）
2. **Accelerating Text-to-Video Generation with Calibrated Sparse Attention**
- 一句话看懂: 它在做的事：Recent diffusion models enable high-quality video generation, but suffer from slow runtimes.
- 你可能会关心: Accelerating Text-to-Video Generation with Calibrated Sparse Attention（cs.CV）
3. **Observing and Controlling Features in Vision-Language-Action Models**
- 一句话看懂: 它在做的事：Vision-Language-Action Models (VLAs) have shown remarkable progress towards embodied intelligence.
- 你可能会关心: Observing and Controlling Features in Vision-Language-Action Models（cs.RO）
## 🔥 今日热度 Top 5（新鲜度+关键词+HN提及+代码线索）
1. **SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis**
- arXiv: http://arxiv.org/abs/2603.05483v1
- 类别: cs.LG | HotScore: 33.06 | 作者: Shahriar Noroozizadeh, Xiaobin Shen, Jeremy C. Weiss
- 类别: cs.LG | HotScore: 32.79 | 作者: Shahriar Noroozizadeh, Xiaobin Shen, Jeremy C. Weiss
- 速读: SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival An...（cs.LG）
2. **Accelerating Text-to-Video Generation with Calibrated Sparse Attention**
- arXiv: http://arxiv.org/abs/2603.05503v1
- 类别: cs.CV | HotScore: 28.17 | 作者: Shai Yehezkel, Shahar Yadin, Noam Elata
- 类别: cs.CV | HotScore: 27.9 | 作者: Shai Yehezkel, Shahar Yadin, Noam Elata
- 速读: Accelerating Text-to-Video Generation with Calibrated Sparse Attention（cs.CV）
3. **Observing and Controlling Features in Vision-Language-Action Models**
- arXiv: http://arxiv.org/abs/2603.05487v1
- 类别: cs.RO | HotScore: 28.08 | 作者: Hugo Buurmeijer, Carmen Amo Alonso, Aiden Swann
- 类别: cs.RO | HotScore: 27.81 | 作者: Hugo Buurmeijer, Carmen Amo Alonso, Aiden Swann
- 速读: Observing and Controlling Features in Vision-Language-Action Models（cs.RO）
4. **Towards Provably Unbiased LLM Judges via Bias-Bounded Evaluation**
- arXiv: http://arxiv.org/abs/2603.05485v1
- 类别: cs.AI | HotScore: 27.06 | 作者: Benjamin Feuer, Lucas Rosenblatt, Oussama Elachqar
- 类别: cs.AI | HotScore: 26.8 | 作者: Benjamin Feuer, Lucas Rosenblatt, Oussama Elachqar
- 速读: Towards Provably Unbiased LLM Judges via Bias-Bounded Evaluation（cs.AI）
5. **An interpretable prototype parts-based neural network for medical tabular data**
- arXiv: http://arxiv.org/abs/2603.05423v1
- 类别: cs.LG | HotScore: 26.1 | 作者: Jacek Karolczak, Jerzy Stefanowski
- 类别: cs.LG | HotScore: 25.83 | 作者: Jacek Karolczak, Jerzy Stefanowski
- 速读: An interpretable prototype parts-based neural network for medical tabular data（cs.LG）
## 🆕 最新上新 Top 10