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开学季 | 学习不止在课堂：这些方法和技巧帮你做好知识管理
这些内容，即使毕了业也能有所帮助。 查看全文
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小米米家立式学习灯 2C 发售：11000lm 高光通量、双光源设计，1199 元
IT之家 8 月 27 日消息，小米旗下米家立式学习灯 2C 现已在京东发售，该产品定价为 1199 元，部分地区国补后低至 999.6 元。 京东 米家立式学习灯 2C 1199 元 直达链接 这款学习灯整机重量约 8.5kg，灯头中框薄至 28mm，前后具备 11° 的防倾倒设计，符合国标和欧盟…
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语言学习平台多邻国吉祥物“多儿”将实体手办化，由 GSC 出品粘土人
IT之家 8 月 26 日消息，手办厂商 Good Smile Company（GSC）宣布，将为语言学习平台多邻国（Duolingo）的热门吉祥物“多儿（Duo）”推出为黏土人模型。目前官方尚未公布具体售价及发售时间，仅表示后续将公开更多信息。 只要使用过免费语言学习 App 多邻国的用户，想必都…
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Learning Generalizable Behaviors for Terminal Agents
用强化学习让大模型在终端环境中学会通用行为，打开日常自动化新可能。
arXiv:2608.22631v1 Announce Type: new Abstract: Terminal agents are a compelling application of large language models (LLMs), with the potential to in…
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LLM Pedagogical Behavior in AI Tutoring Interactions
学生拿大模型当私教，它究竟会直接给答案还是引导思考？这篇论文用真实互动数据揭晓了答案。
arXiv:2608.22993v1 Announce Type: new Abstract: Students increasingly use LLMs as tutors for coursework and problem solving. Little is known about the…
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Credal Large Language Models for Semantic Commitment under Uncertainty
集合LoRA适配器构建置信区间，让大模型区分“不知道”与“不确定”，告别过度自信的胡说八道。
arXiv:2608.23244v1 Announce Type: cross Abstract: Large language models (LLMs) often produce fluent but incorrect answers with unwarranted confidence.…
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Forgotten in Weights, Recovered by Tools: Agentic Tool Unlearning for LLM Agents
揭秘大模型智能体如何通过工具实现“遗忘”，为安全与能力平衡提供新思路。
arXiv:2608.21544v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly deployed as tool-augmented agents, where responses can…
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Semantic Reconstruction and 3-D Detection via Learned Multi-Pair Fusion in RF Imaging
多视角射频感知融合，实现语义体素标注与三维目标检测，为各向异性成像难题提供新思路。
arXiv:2608.23249v1 Announce Type: new Abstract: We consider a multistatic radio-frequency imaging problem with anisotropy, in which the reflection fro…
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Beyond Success and Failure: Length-Aware Contrastive Learning for GUI Agents
不只是成败，考虑操作路径长度的对比学习，教你训练更智能的GUI代理，研究角度新颖。
arXiv:2608.21830v1 Announce Type: new Abstract: Graphical User Interface (GUI) agents powered by Multimodal Large Language Models (MLLMs) have shown s…
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Leveraging Remote Traffic Data for Local Air Pollutant Estimation: A Scenario-Based Machine Learning Study Across London Monitoring Sites
用远程交通数据估算伦敦本地空气污染物，多场景机器学习对比，城市监测缺口下的实用解法。
arXiv:2608.23219v1 Announce Type: new Abstract: Vehicular traffic is a major source of air pollution; however, the contribution of remotely acquired t…
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Unveiling the Depth-Performance Dilemma in Split-Federated Fine-tuning of LLMs
揭秘LLM拆分联邦微调中的深度-性能权衡，为分布式训练优化提供新视角。
arXiv:2608.22188v1 Announce Type: new Abstract: Split Federated Fine-tuning (SFF) is a promising paradigm for scaling Large Language Models (LLMs) by …
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Federated Ensemble Forecasting Under Supply-Chain Market Volatility
用联邦集成预测应对供应链市场波动，应对需求非平稳分布有新思路。
arXiv:2608.21399v1 Announce Type: new Abstract: Supply chain forecasting systems increasingly operate under market shocks, non-identically distributed…
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RetroDFM-R: Reasoning-Driven Retrosynthesis Prediction with Large Language Models via Reinforcement Learning
用强化学习让大模型学会「讲道理」，逆合成预测从黑箱猜测走向可解释推理——AI驱动分子设计又进一步。
arXiv:2507.17448v2 Announce Type: replace-cross Abstract: Retrosynthetic planning is a cornerstone of organic synthesis and drug discovery. Yet existi…
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MACD: Multi-Agent Clinical Diagnosis with Self-Learned Knowledge for LLM
多智能体协作+自学习知识，让大模型在临床诊断中更可靠。
arXiv:2509.20067v5 Announce Type: replace Abstract: Large language models (LLMs) have shown promise in supporting medical diagnosis, with prompting-ba…
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How Much Regularization Survives Averaging? Update Masking in Federated Learning
联邦学习中的更新掩码，如何影响正则化在模型平均中的存留？理论剖析与实验验证兼备。
arXiv:2608.23286v1 Announce Type: cross Abstract: Federated learning on non-IID data seeks flat minima to generalize across clients, and existing meth…
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Hierarchy-Aware Supervised Uncertainty Estimation for Black-box LLM Taxonomic Reasoning
黑盒LLM分类推理的不确定性估计，巧用层级感知监督提升准确性。
arXiv:2608.22839v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used for scientific decision support, yet reliable con…
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Anchoring Bias: A Persistent Fairness Backdoor Attack against MLLMs under Continual Learning
揭秘多模态大模型在持续学习中的公平性后门攻击，锚定偏差如何悄然埋下隐患。
arXiv:2608.21577v1 Announce Type: cross Abstract: Multimodal Large Language Models (MLLMs) are increasingly deployed in high-stakes domains where fair…
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Repo2Skill-Evo: Repository Skills Go Stale in Silence
代码仓库技能悄悄过时，Repo2Skill-Evo如何让AI编程技能永葆新鲜？
arXiv:2608.21964v1 Announce Type: new Abstract: Large language model (LLM) agents increasingly operate over evolving software repositories, where succ…
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人民教育音像数字出版社与小猿达成合作 “中小学课本学习智能体”首落小猿AI学习机
课本智能体落地学习机，权威教材+大模型，AI伴学导学双模式，展现AI教育新方向。
2026年8月21日，小猿学习机在京举办“中小学课本学习智能体”首发上线活动。