Daily AI News - 2026-03-04

2026-03-04 23:01:17 +08:00 · 2026-03-04 23:01:17 +08:00 · 51ecbb605d
commit 51ecbb605d
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--- a/daily/2026-03-04_en.md
+++ b/daily/2026-03-04_en.md
@ -0,0 +1,80 @@
+# AI Daily Brief - 2026-03-04
+
+> Collected at: 3/4/2026, 11:01:07 PM
+> Total items: 113
+
+## 🔥 Top 10 Highlights
+
+1. AI-for-Science Low-code Platform with Bayesian Adversarial Multi-Agent Framework
+   http://arxiv.org/abs/2603.03233v1
+
+2. AgentConductor: Topology Evolution for Multi-Agent Competition-Level Code Generation
+   https://huggingface.co/papers/2602.17100
+
+3. Token Reduction via Local and Global Contexts Optimization for Efficient Video Large Language Models
+   https://huggingface.co/papers/2603.01400
+
+4. Speculative Speculative Decoding
+   http://arxiv.org/abs/2603.03251v1
+
+5. Conditioned Activation Transport for T2I Safety Steering
+   https://huggingface.co/papers/2603.03163
+
+6. Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
+   https://huggingface.co/papers/2603.03205
+
+7. InfoPO: Information-Driven Policy Optimization for User-Centric Agents
+   https://huggingface.co/papers/2603.00656
+
+8. Qwen3-Coder-Next Technical Report
+   https://huggingface.co/papers/2603.00729
+
+9. BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?
+   https://huggingface.co/papers/2603.03194
+
+10. Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration?
+   https://huggingface.co/papers/2603.03202
+
+## 📂 Categories
+
+### AI Coding Tools / Code Agent
+
+- Code2Math: Can Your Code Agent Effectively Evolve Math Problems Through Exploration?
+  http://arxiv.org/abs/2603.03202v1
+- BeyondSWE: Can Current Code Agent Survive Beyond Single-Repo Bug Fixing?
+  http://arxiv.org/abs/2603.03194v1
+
+### Agent Frameworks
+
+- Saarthi for AGI: Towards Domain-Specific General Intelligence for Formal Verification
+  http://arxiv.org/abs/2603.03175v1
+- Learning When to Act or Refuse: Guarding Agentic Reasoning Models for Safe Multi-Step Tool Use
+  http://arxiv.org/abs/2603.03205v1
+- Learning to Generate and Extract: A Multi-Agent Collaboration Framework For Zero-shot Document-level Event Arguments Extraction
+  http://arxiv.org/abs/2603.02909v1
+
+### AI Infrastructure / Inference Optimization
+
+- Density-Guided Response Optimization: Community-Grounded Alignment via Implicit Acceptance Signals
+  http://arxiv.org/abs/2603.03242v1
+- SynthCharge: An Electric Vehicle Routing Instance Generator with Feasibility Screening to Enable Learning-Based Optimization and Benchmarking
+  http://arxiv.org/abs/2603.03230v1
+- Understanding and Mitigating Dataset Corruption in LLM Steering
+  http://arxiv.org/abs/2603.03206v1
+- Type-Aware Retrieval-Augmented Generation with Dependency Closure for Solver-Executable Industrial Optimization Modeling
+  http://arxiv.org/abs/2603.03180v1
+- Conditioned Activation Transport for T2I Safety Steering
+  http://arxiv.org/abs/2603.03163v1
+- Channel-Adaptive Edge AI: Maximizing Inference Throughput by Adapting Computational Complexity to Channel States
+  http://arxiv.org/abs/2603.03146v1
+- AI Space Physics: Constitutive boundary semantics for open AI institutions
+  http://arxiv.org/abs/2603.03119v1
+- MoD-DPO: Towards Mitigating Cross-modal Hallucinations in Omni LLMs using Modality Decoupled Preference Optimization
+  http://arxiv.org/abs/2603.03192v1
+- TAO-Attack: Toward Advanced Optimization-Based Jailbreak Attacks for Large Language Models
+  http://arxiv.org/abs/2603.03081v1
+- Adaptive Methods Are Preferable in High Privacy Settings: An SDE Perspective
+  http://arxiv.org/abs/2603.03226v1
+
+---
+*Generated by AINewsCollector*
--- a/daily/2026-03-04_zh.md
+++ b/daily/2026-03-04_zh.md
@ -0,0 +1,80 @@
+# AI Daily Brief - 2026-03-04
+
+> 采集时间: 2026/3/4 23:00:18
+> 总条目: 113
+
+## 🔥 Top 10 重要消息
+
+1. 基于贝叶斯对抗多智能体框架的AI科学低代码平台
+   http://arxiv.org/abs/2603.03233v1
+
+2. 多智能体竞赛级代码生成：拓扑演进驱动AgentConductor
+   https://huggingface.co/papers/2602.17100
+
+3. 优化局部与全局上下文，高效精简视频大语言模型视觉标记
+   https://huggingface.co/papers/2603.01400
+
+4. 突破序列瓶颈：基于预测解码的加速推理技术
+   http://arxiv.org/abs/2603.03251v1
+
+5. 条件激活传输提升T2I安全引导
+   https://huggingface.co/papers/2603.03163
+
+6. 安全多步工具使用中，学习何时行动或拒绝：守护代理推理模型
+   https://huggingface.co/papers/2603.03205
+
+7. 信息驱动策略优化：面向用户中心的LLM智能体信息获取与决策
+   https://huggingface.co/papers/2603.00656
+
+8. Qwen3-Coder-Next：高效开源编程智能体语言模型
+   https://huggingface.co/papers/2603.00729
+
+9. 超越单库修复：代码智能体能否应对跨库推理挑战？
+   https://huggingface.co/papers/2603.03194
+
+10. Code2Math：代码智能生成奥赛数学难题探索新路径
+   https://huggingface.co/papers/2603.03202
+
+## 📂 分类汇总
+
+### AI 编程工具 / Code Agent
+
+- Code2Math：代码智能生成奥赛数学难题探索新路径
+  http://arxiv.org/abs/2603.03202v1
+- 超越单库修复：代码智能体能否应对跨库推理挑战？
+  http://arxiv.org/abs/2603.03194v1
+
+### Agent 框架
+
+- Saarthi：迈向领域特定通用智能的端到端形式化验证框架
+  http://arxiv.org/abs/2603.03175v1
+- 安全多步工具使用中，学习何时行动或拒绝：守护代理推理模型
+  http://arxiv.org/abs/2603.03205v1
+- 多智能体协作框架助力零样本文档级事件论元提取
+  http://arxiv.org/abs/2603.02909v1
+
+### AI 基础设施 / 推理优化
+
+- 基于密度引导的响应优化：通过隐式接受信号实现社区基础对齐
+  http://arxiv.org/abs/2603.03242v1
+- “SynthCharge：基于可行性筛选的电动汽车路径实例生成器，助力学习优化与基准测试”
+  http://arxiv.org/abs/2603.03230v1
+- LLM引导中数据集腐败理解与缓解：对比引导法提升生成行为
+  http://arxiv.org/abs/2603.03206v1
+- 基于依赖闭包的求解器可执行工业优化建模的Type-Aware检索增强生成
+  http://arxiv.org/abs/2603.03180v1
+- 条件激活传输提升T2I安全引导
+  http://arxiv.org/abs/2603.03163v1
+- 自适应信道边缘AI：通过适应信道状态最大化推理吞吐量
+  http://arxiv.org/abs/2603.03146v1
+- 开放AI机构构建：基于构成边界语义的代理AI部署
+  http://arxiv.org/abs/2603.03119v1
+- MoD-DPO：基于模态解耦偏好优化的全模态LLMs跨模态幻觉缓解
+  http://arxiv.org/abs/2603.03192v1
+- TAO-Attack：针对大型语言模型的先进优化型越狱攻击研究
+  http://arxiv.org/abs/2603.03081v1
+- 高隐私环境下，自适应优化方法优于传统方法：随机微分方程视角
+  http://arxiv.org/abs/2603.03226v1
+
+---
+*Generated by AINewsCollector*