diff --git a/org/cases/arxiv_digest/output/2026-03-09.md b/org/cases/arxiv_digest/output/2026-03-09.md
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+# ArXiv Daily Brief - 2026-03-09
+
+## 🧠 今日 Top 3（中文可读版）
+1. **SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis**
+   - 中文题目（意译）: SurvHTE-Bench: A 基准 for Heterogeneous Treatment Effect Estimation in Survival Analysis
+   - 这篇在讲什么: Estimating heterogeneous treatment effects (HTEs) from right-censored survival data is critical in high-stakes applications such as preci...
+   - 它怎么做: 引入了 SurvHTE-Bench, the first comprehensive 基准测试 for HTE estimation with censored outcomes.
+   - 得出了什么结果: Estimating heterogeneous treatment effects (HTEs) from right-censored survival data is critical in high-stakes applications such as preci...
+   - 可能的影响: Estimating heterogeneous treatment effects (HTEs) from right-censored survival data is critical in high-stakes applications such as preci...
+   - arXiv: http://arxiv.org/abs/2603.05483v1
+2. **Accelerating Text-to-Video Generation with Calibrated Sparse Attention**
+   - 中文题目（意译）: 加速 Text-to-Video 生成 with Calibrated Sparse Attention
+   - 这篇在讲什么: Recent 扩散 模型s enable high-quality 视频生成, but suffer from slow runtimes.
+   - 它怎么做: Motivated by this, 引入了 CalibAtt, a 训练-free method that accelerates 视频生成 via calibrated sparse attention.
+   - 得出了什么结果: Extensive experiments on Wan 2.1 14B, Mochi 1, and few-step distilled 模型s at various resolutions show that CalibAtt achieves up to 1.58x ...
+   - 可能的影响: Recent 扩散 模型s enable high-quality 视频生成, but suffer from slow runtimes.
+   - arXiv: http://arxiv.org/abs/2603.05503v1
+3. **Observing and Controlling Features in Vision-Language-Action Models**
+   - 中文题目（意译）: Observing and 控制 特征 in 视觉-语言-动作 模型
+   - 这篇在讲什么: 视觉-语言-动作 模型s (VLAs) have shown remarkable progress towards embodied intelligence.
+   - 它怎么做: In this work, 提出了 to close this gap by introducing and analyzing two main concepts: feature-observability and feature-controllability.
+   - 得出了什么结果: Our 结果显示 that targeted, lightweight interventions can reliably steer a robot's behavior while preserving closed-loop capabilities.
+   - 可能的影响: 视觉-语言-动作 模型s (VLAs) have shown remarkable progress towards embodied intelligence.
+   - arXiv: http://arxiv.org/abs/2603.05487v1
+
+## 🔥 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: 23.0 | 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: 18.0 | 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: 18.0 | 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: 17.0 | 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: 17.0 | 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
+1. Transformer-Based Inpainting for Real-Time 3D Streaming in Sparse Multi-Camera Setups (cs.CV) - http://arxiv.org/abs/2603.05507v1
+2. FaceCam: Portrait Video Camera Control via Scale-Aware Conditioning (cs.CV) - http://arxiv.org/abs/2603.05506v1
+3. RoboPocket: Improve Robot Policies Instantly with Your Phone (cs.RO) - http://arxiv.org/abs/2603.05504v1
+4. Accelerating Text-to-Video Generation with Calibrated Sparse Attention (cs.CV) - http://arxiv.org/abs/2603.05503v1
+5. POET-X: Memory-efficient LLM Training by Scaling Orthogonal Transformation (cs.LG) - http://arxiv.org/abs/2603.05500v1
+6. The Spike, the Sparse and the Sink: Anatomy of Massive Activations and Attention Sinks (cs.AI) - http://arxiv.org/abs/2603.05498v1
+7. Safe-SAGE: Social-Semantic Adaptive Guidance for Safe Engagement through Laplace-Modulated Poisson Safety Functions (cs.RO) - http://arxiv.org/abs/2603.05497v1
+8. Cheap Thrills: Effective Amortized Optimization Using Inexpensive Labels (cs.LG) - http://arxiv.org/abs/2603.05495v1
+9. Censored LLMs as a Natural Testbed for Secret Knowledge Elicitation (cs.LG) - http://arxiv.org/abs/2603.05494v1
+10. cuRoboV2: Dynamics-Aware Motion Generation with Depth-Fused Distance Fields for High-DoF Robots (cs.RO) - http://arxiv.org/abs/2603.05493v1
+
+## Val 今日建议
+- 先读 Top 5 里的 1-2 篇，优先看是否有可直接复用的方法/代码。
+- 若你愿意，我下一步可对 Top 3 产出“中文三段式精读卡”（问题-方法-可落地点）。
diff --git a/org/cases/arxiv_digest/output/latest.md b/org/cases/arxiv_digest/output/latest.md
index 78b06fc..23a1aea 100644
--- a/org/cases/arxiv_digest/output/latest.md
+++ b/org/cases/arxiv_digest/output/latest.md
@@ -1,4 +1,4 @@
-# ArXiv Daily Brief - 2026-03-08
+# ArXiv Daily Brief - 2026-03-09
 
 ## 🧠 今日 Top 3（中文可读版）
 1. **SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis**
@@ -26,23 +26,23 @@
 ## 🔥 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: 32.67 | 作者: Shahriar Noroozizadeh, Xiaobin Shen, Jeremy C. Weiss
+   - 类别: cs.LG | HotScore: 23.0 | 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: 27.77 | 作者: Shai Yehezkel, Shahar Yadin, Noam Elata
+   - 类别: cs.CV | HotScore: 18.0 | 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: 27.69 | 作者: Hugo Buurmeijer, Carmen Amo Alonso, Aiden Swann
+   - 类别: cs.RO | HotScore: 18.0 | 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: 26.67 | 作者: Benjamin Feuer, Lucas Rosenblatt, Oussama Elachqar
+   - 类别: cs.AI | HotScore: 17.0 | 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: 25.71 | 作者: Jacek Karolczak, Jerzy Stefanowski
+   - 类别: cs.LG | HotScore: 17.0 | 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
diff --git a/org/cases/arxiv_digest/state/last_push.json b/org/cases/arxiv_digest/state/last_push.json
index 611681f..788d1a9 100644
--- a/org/cases/arxiv_digest/state/last_push.json
+++ b/org/cases/arxiv_digest/state/last_push.json
@@ -1,5 +1 @@
-{
-  "date": "2026-03-08",
-  "pushed": true,
-  "pushedAt": "2026-03-08T14:49:00+08:00"
-}
+{ "date": "2026-03-09", "pushed": true, "channel": "gmail" }
diff --git a/org/cases/arxiv_digest/state/latest_state.json b/org/cases/arxiv_digest/state/latest_state.json
index 466fb7d..b793175 100644
--- a/org/cases/arxiv_digest/state/latest_state.json
+++ b/org/cases/arxiv_digest/state/latest_state.json
@@ -1,32 +1,32 @@
 {
-  "updatedAt": "2026-03-08T15:16:37.684004",
-  "date": "2026-03-08",
+  "updatedAt": "2026-03-09T06:53:12.730807",
+  "date": "2026-03-09",
   "papersFetched": 120,
   "topHot": [
     {
       "title": "SurvHTE-Bench: A Benchmark for Heterogeneous Treatment Effect Estimation in Survival Analysis",
       "arxiv_id": "2603.05483v1",
-      "score": 32.67
+      "score": 23.0
     },
     {
       "title": "Accelerating Text-to-Video Generation with Calibrated Sparse Attention",
       "arxiv_id": "2603.05503v1",
-      "score": 27.77
+      "score": 18.0
     },
     {
       "title": "Observing and Controlling Features in Vision-Language-Action Models",
       "arxiv_id": "2603.05487v1",
-      "score": 27.69
+      "score": 18.0
     },
     {
       "title": "Towards Provably Unbiased LLM Judges via Bias-Bounded Evaluation",
       "arxiv_id": "2603.05485v1",
-      "score": 26.67
+      "score": 17.0
     },
     {
       "title": "An interpretable prototype parts-based neural network for medical tabular data",
       "arxiv_id": "2603.05423v1",
-      "score": 25.71
+      "score": 17.0
     }
   ]
 }
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