今日必看

Automated Vulnerability Injection in Smart Contracts Using Large Language Models

Assessing vulnerability detection tools for smart contracts requires datasets with known ground truth, yet such datasets are scarce and difficult to build by hand. We propose an ap

Collective creativity in hybrid societies

Generative AI is changing how cultural artifacts are created and circulated, and with it our understanding of creativity itself. Researchers disagree about whether these tools enri

Door-in-the-Face Requests and Refusal Behaviour in Large Language Models

Does the door-in-the-face technique work on language models? In humans, a large request that is refused makes a smaller follow-up request more likely to be granted. We test this on

Fine-Grained Anomaly Perception in Wild UGC-Enhanced Images: A Comprehensive Dataset and Difference-Fusion Framework

Image enhancement and restoration have become standard back-end operations on short-video and social media platforms to boost UGC visual experience. Yet these processes inevitably

HiPoly: a hierarchical polymer-native AI framework for property prediction and generative design

Polymeric materials are central to modern technologies, with applications ranging from energy to health and transportation. Although AI has made significant advances in materials d

Language Models Can Control Their Own Attention

Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previou

ProbeMatchDTI: Probe-Driven Multi-Scale Biochemical Pattern Matching for Drug-Target Interaction Prediction

Drug-target interaction (DTI) prediction is an important task in AI-driven drug discovery. Although recent biochemical representation learning methods have improved DTI prediction,

RVSD: Retrieval Vision Sparse Decoding for Mitigating Visual Hallucinations in Large Vision-Language Models

Large vision-language models have achieved remarkable success in vision-language tasks. However, they remain prone to Visual Hallucinations (VHs), undermining their reliability in

TaRA: Training-Aware Low-Rank Adaptation Initialization

Low-Rank Adaptation (LoRA) has become a de facto standard for parameter-efficient fine-tuning (PEFT), yet its performance is highly sensitive to initialization due to the informati

Untangling the Mechanisms of Misleading Context in Medical Question Answering

Large language models now answer medical questions with expert-level performance. However, the context these systems act on can be misleading, and misleading context can corrupt a

3名开发者做出来的副业项目，半年冲进 4万人！亚马逊云科技把内部 Agent 工作台开源了

Language Models Can Control Their Own Attention

Language models spend most of their attention on a small fraction of context, yet they read the entire KV cache to find the few tokens that matter. If the user asks about a previou

[AINews] Claude Fable/Mythos 5.1: new SOTA model, 75% cache price cut but 70% more output tokens

With Astra clearly finally warming up for a full launch (with @sama and @openai writing about it again after a month of self imposed pacing ), there’s a familiar window to take the

美团 LongCat-2.0 上线 Cline 免费试用

🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtjkp6dc02j5rori29u5h7kl

Quoting Rick Brewster

Direct2D has always been the biggest hurdle for Paint.NET on WINE, and it's clear that it will never be completed enough for Paint.NET's use. And I can't just "disable" the use of

GeoJSON Map Viewer

Tool: GeoJSON Map Viewer I was helping Natalie gather some maps of local political boundaries (for the Granada Community Services District and the Midcoast Community Council ) and

Quoting Tarn Adams

They took the letters from me! I have to talk about dwarf behavior now. I can't even talk about dwarf AI. It doesn't exist. It's dwarf behavior , and they misbehave sometimes — Tar

Claude越狱后，Anthropic停掉训练、150人紧急转岗

Post-Training Language Models for Gold-Medal Performance in Coding Competitions

Competitive programming has become a key test of large language model reasoning, with international competitions such as IOI and ICPC representing its most challenging settings. We

PaperCompiler: Faithful Paper-to-Code Generation via Repository-Level Specification Compilation

Faithfully translating research papers into repository-level implementations remains challenging because papers often describe methods at a high level, leave implementation assumpt

OpenAI 因 Tumbler Ridge 枪击案面临 30 起新诉讼，被指协助教唆

OpenAI 及 CEO Sam Altman 面临 30 起新诉讼，指控其为加拿大 Tumbler Ridge 校园枪击案嫌疑人提供实质性协助与鼓励，诉讼由事发时在校的学生、教师和校长于加州联邦法院提起。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtkaa7gs01v5romp7lhz3mwj

Qwen3.8-Max-0902 登顶 Code Arena 并以 $5/MToken 领跑 Pareto 前沿

通义千问发布 Qwen3.8-Max-0902，在 Code Arena： WebDev 以 1，691 分首次亮相即排名总榜第一，并以混合价 $5/MToken 成为 Pareto 前沿上得分最高的模型，现已可在 QwenCloud 试用。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtjimz

Claude Fable 5.1 登顶 Artificial Analysis 智能指数，但每任务成本比 Fable 5 高 20%

Artificial Analysis 评测 Claude Fable 5.1，其在 max effort 下得 66 分登顶 Artificial Analysis Intelligence Index。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtj484a00592roh9jjdf5xkd

Fable 5.1 系统卡披露隐蔽任务与监控难度上升等安全发现

Rohan Paul 梳理了 Fable 5.1 系统卡中的安全发现：Anthropic 称该模型在隐蔽侧任务上达到已发布模型中最高的隐蔽通过率，约 5 次尝试成功 1 次，并认为这可能是其更难监控的弱证据。 🔗 阅读原文 via AIHOT · https://aihot.virxact.com/items/cmtj2y06p04bwroh9d8oszsz