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AI agents overstate their results and remain far from autonomous research, study finds
Manuel Uth Oct 11, 2026 Nano Banana Pro prompted by THE DECODER Results from Epoch AI and Anthropic show that AI models …
智能体 The Decoder · 3天前 阅读 10·访客 9
Do LLMs Understand Sequential Structure? A Controlled Study of Inference and Generation
Large language models (LLMs) are increasingly used as interactive agents and simulators, yet it remains unclear whether …
智能体 HuggingFace Daily Papers · 10-4 阅读 6·访客 6
On-Policy or Off-Policy Learning? A Systematic Study of Distillation Dynamics
On-policy learning has been argued to reduce catastrophic forgetting, produce sparser parameter updates, and improve gen…
行业动态 HuggingFace Daily Papers · 9-28 阅读 11·访客 11
AI access makes people almost entirely unwilling to say "I don't know," study finds
Sep 26, 2026 Nano Banana Pro prompted by THE DECODER Researchers ran five experiments with 3,132 participants to test wh…
行业动态 The Decoder · 9-27 阅读 37·访客 37
Top AI experts badly underestimated how fast the field is moving, study finds
Sep 24, 2026 Nano Banana Pro prompted by THE DECODER How fast is AI improving? That question usually goes to experts at …
行业动态 The Decoder · 9-25 阅读 38·访客 31
An Empirical Study of Harness Design for Coding Agents
Coding harnesses shape how autonomous coding agents translate model capabilities into long-horizon software-engineering …
智能体 HuggingFace Daily Papers · 9-17 阅读 23·访客 22
Google Deepmind's AlphaProof Nexus solved dozens of open math problems and actually got peer reviewed
Manuel Uth Oct 12, 2026 Google Deepmind's AI solved dozens of open math problems on its own,** per a new study in Scienc…
行业动态 The Decoder · 2天前 阅读 5·访客 5
Towards Physically Grounded Articulated 3D Assets: A Multi-Agent Pipeline and Benchmark
In this paper, we study physically grounded articulated 3D asset generation---moving the goal from reproducing how objec…
智能体 HuggingFace Daily Papers · 5天前 阅读 1·访客 1
The value of information and the emergence of communication in evolved e-puck robots
We study when communication emerges between autonomous agents and what role an innate action selection architecture play…
智能体 HuggingFace Daily Papers · 5天前 阅读 1·访客 1
AI 教育的 2026：三场 RCT 都说有效，为什么家长还是不放心
2026 年 AI 教育拿到了迄今最强的证据：哈佛实验里 AI 导师组的学习增益超过面授主动学习的两倍，世界银行在尼日利亚测出约合两年常规进度的提升，Google 在塞拉利昂的 RCT 也有 0.26 个标准差。但三场研究全部由利益相关方资助、周期不超过一学期，而 MIT 的脑电研究与「护栏可绕过」的产品现实站在对面。本文梳理产品格局、证据攻防与中美政策两条路线。
行业动态 精选 · 原创 · 6天前 阅读 393·访客 393
Coding-Agent Benchmarks Should Match Their Users' Task Flows
The evaluation of coding agents generally strives to be as realistic as possible. In our study, we collect 4,782 agent s…
智能体 HuggingFace Daily Papers · 10-7 阅读 2·访客 2
Understanding and Enhancing Backdoor Persistency in LLM Agent Post-Training
Developers can build LLM agents by adapting third-party models through benign post-training. We study a supply-chain thr…
智能体 HuggingFace Daily Papers · 10-5 阅读 11·访客 11
InterEvolve: Test-Time Evolution of Reward Programs for Humanoid Loco-Manipulation
We study test-time evolution for humanoid loco-manipulation: solving tasks that a controller was never trained for by re…
行业动态 HuggingFace Daily Papers · 10-1 阅读 12·访客 12
Kinematic MeanFlow: One-Step Action Generation Policy for Robotic Foundation Models
In this paper, we study how to achieve one-step action generation in Robotic Foundation Models (RFMs), aiming to overcom…
智能体 HuggingFace Daily Papers · 10-1 阅读 5·访客 5
An RL View of OPD: Least Square Policy Distillation for Sample-Efficient LLM Reasoning
We study on-policy distillation (OPD) through the lens of reinforcement learning, establishing a connection between the …
研究前沿 HuggingFace Daily Papers · 9-28 阅读 23·访客 21
AI was supposed to hit new grads hard. So far, unemployment data says otherwise.
Last month, we shared word of a Stanford study that found entry-level employment in so-called "AI-impacted" occupations …
研究前沿 Ars Technica · 9-26 阅读 27·访客 27
Perplexity Trains Its Computer Agent on Real Mistakes With Hint-Guided Self-Distillation
Perplexity Research published a new post-training study. It trains a model inside Perplexity Computer on real user sessi…
智能体 MarkTechPost · 9-25 阅读 26·访客 25
EmbodiedSWE: Coding Agents for Long Horizon Dexterous Robotics
We study coding agents for long-horizon, dexterous robotics and ask whether their solutions can provide scalable supervi…
智能体 HuggingFace Daily Papers · 9-23 阅读 17·访客 17
Blaming Across the Aisle: Political Contrasting and Blame Attribution in the Danish Parliament
Political discourse is widely perceived to be growing more hostile, yet robust evidence remains scarce. This study exami…
行业动态 HuggingFace Daily Papers · 9-22 阅读 7·访客 7
VākQA: A Benchmark and Evaluation Study for Telugu Spoken Factoid Question Answering
Question answering has advanced rapidly with large language models, but predominantly for high-resource languages, in bo…
智能体 HuggingFace Daily Papers · 9-17 阅读 18·访客 17
When EOS Tokens Disagree: Understanding Length Inflation in On-Policy Distillation
We study length inflation in on-policy distillation (OPD), where student responses can become excessively long and even …
行业动态 HuggingFace Daily Papers · 9-17 阅读 27·访客 25
Safe Error Correction for Language Models: Frozen-Base Adjustment with Capability Preservation
We study a practical question: can a small correction module fix errors in a frozen language model's outputs without deg…
行业动态 HuggingFace Daily Papers · 9-14 阅读 13·访客 13
An Open Recipe for IMO Gold: Training Nemotron for Olympiad Mathematics
We study how model post-training and test-time inference design affect natural-language proof generation for hard olympi…
行业动态 HuggingFace Daily Papers · 9-9 阅读 15·访客 13
SchemeArena: Factorized Stress Testing of Scheming in LLM Agents
We study scheming in LLM agents, in which agents covertly pursue misaligned goals. Our focus is to understand how schemi…
智能体 HuggingFace Daily Papers · 9-8 阅读 17·访客 16
TANGO: Humanoid Navigation in Cluttered Environments with a Whole-Body Vision-Language-Action Model
We study the problem of navigating cluttered indoor environments with a humanoid robot. Unlike conventional methods that…
智能体 HuggingFace Daily Papers · 9-8 阅读 11·访客 10
Online Learning with LLM Experts from Limited Feedback
We study adaptive routing of prompts to large language model (LLM) experts to maximize response quality in an online set…
大模型 HuggingFace Daily Papers · 9-5 阅读 19·访客 19
WorldSculpt: Generating Compositional Worlds from Grounded Videos
We study the problem of generating a compositional 3D representation of a cluttered scene containing hundreds of objects…
行业动态 HuggingFace Daily Papers · 9-4 阅读 6·访客 6
Select, Compress, Reinvest: A Controlled Study of Visual-Token Allocation in Long-Video MLLMs
Long-video language models cannot look at every frame: an hour sampled once per second is 3,600 images, and a system kee…
大模型 HuggingFace Daily Papers · 9-3 阅读 21·访客 18
Privacy Failure in Split-LLM Training, The Returned Gradient Nullifies the Decoys
We present a systems-security case study of a two-node split-LLM training system whose privacy evaluation passed while l…
大模型 HuggingFace Daily Papers · 9-3 阅读 22·访客 21
MasterControl Seventeen Every Time
We study a governed approach to enterprise analytics: a language model interprets the question, while deterministic poli…
智能体 HuggingFace Daily Papers · 9-2 阅读 9·访客 8
StudyBench: Can Self-Evolution Squeeze Textbooks for Olympiad Capability?
Humans need to study only a handful of well-written textbooks to master a discipline and attempt its hardest problems. W…
行业动态 HuggingFace Daily Papers · 9-1 阅读 11·访客 11
Sakana AI's self-improving model gets better at solving and judging, but can't catch its own blind spots
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Key Points A single language model improves itself through "Multi-A…
智能体 The Decoder · 昨天 阅读 5·访客 5
Simulating student learning for better AI tutoring
At a glance StudentSim is a research system for evaluating and improving AI tutors before they are tested with real lear…
行业动态 Microsoft Research · 昨天 阅读 3·访客 3
Clearing chat history helps AI agents find better solutions
Oct 12, 2026 Nano Banana Pro prompted by THE DECODER Long-running AI research agents can plateau despite additional comp…
智能体 The Decoder · 昨天 阅读 4·访客 4
Can the AI industry persuade data center opponents by getting rid of NDAs?
Listen on Apple Podcasts Listen on Spotify Amazon recently followed Microsoft’s lead and said it will no longer use nond…
行业动态 TechCrunch · 2天前 阅读 24·访客 24
ArXiv caps submissions at two per month as AI paper flood overwhelms the preprint server
Oct 11, 2026 Nano Banana Pro prompted by THE DECODER arXiv now limits submissions to two papers per person per month bec…
研究前沿 The Decoder · 3天前 阅读 185·访客 185
Sakana AI’s LLM Peer Review System Catches 73% of Core-Claim Errors
!(https://www.gstatic.com/images/branding/googleg/1x/googleg_standard_color_128dp.png)Add as a preferredsource on Google…
研究前沿 MarkTechPost · 3天前 阅读 60·访客 60
We can’t help treating AI like it’s human. But should we?
In a tan polo shirt, brown leather belt, and round bolo tie, MIT PhD student Wil Norton kind of looks like a park ranger…
行业动态 TechCrunch · 4天前 阅读 18·访客 18
AI coding agents generate more code, but not more software
Anyone who has even tangentially associated with computer programming knows that modern AI coding assistants and agents …
智能体 Ars Technica · 4天前 阅读 22·访客 22
We’re putting too much faith in AI’s ability to say no
Ever since people first seriously contemplated giving machines an intelligence modeled on our own, there has never been …
行业动态 MIT Technology Review · 5天前 阅读 5·访客 5
Learning Representations to Guide Pixel Diffusion Transformers
Visual representations are largely developed for understanding, yet what makes them useful for generation remains unclea…
行业动态 HuggingFace Daily Papers · 5天前 阅读 1·访客 1
人类愿意向女性形象的 AI 智能体支付的报酬低于男性形象智能体]
如果你认为性别薪酬差距不存在，或者职场中没有性别偏见，那么最好重新思考下：根据爱尔兰 Limerick 大学研究人员展开的一项研究，在一个 VR 办公室里，基于相同的底层技术但形象不同的 AI 智能体，人类参与者愿意向男性形象的智能体支付的…
智能体 Solidot · 5天前 阅读 4·访客 4
Some mathematicians call for OpenAI boycott after AI-generated proofs flood their field
Manuel Uth & Matthias Bastian Oct 8, 2026 Nano Banana Pro prompted by THE DECODER After OpenAI published hundreds of AI…
智能体 The Decoder · 5天前 阅读 70·访客 70
注意力没有被取代，而是被稀释：线性注意力、Mamba 与混合架构的 2026
「线性注意力取代 Transformer」喊了六年，结局出人意料：2026 年一线开源模型的注意力层占比从 100% 压到了 10%-25%，压掉的部分由 Mamba、Gated DeltaNet、KDA 这类常数状态层接管。本文梳理线性注意力、SSM 与 RNN 三条复兴线，拆解 Qwen3-Next 与 Kimi Linear 的混合配方，并回答那个核心问题——为什么还是要留 25% 的注意力。
研究前沿 精选 · 用户投稿 · 5天前 阅读 82·访客 80
When Do We Need On-Policy Distillation? Distilling on Offline Student Rollouts Is Often Better
On-policy distillation (OPD) has become increasingly popular for transferring teacher capabilities to student models. In…
行业动态 HuggingFace Daily Papers · 6天前 阅读 1·访客 1
Self-Preservation in Language Models
Continual learning (CL) seeks to adapt pretrained models while preserving prior capabilities. Yet the tasks supplied for…
行业动态 HuggingFace Daily Papers · 6天前 阅读 1·访客 1
OpenAI 首份青少年报告：日均使用不足 15 分钟，安全提醒机制遭质疑
北京时间 10 月 8 日，OpenAI 周三发布了首份青少年使用情况报告，称青少年用户平均每天使用 ChatGPT 的时间不足 15 分钟，连续使用超过 3 小时的青少年用户占比不到 2%。与此同时，第三方机构的测试对其家长安全提醒机制提…
大模型 IT之家 · 6天前 阅读 27·访客 27
A Closer Look at Agentic BBO: Benchmarking LLM Agents for Black-Box Optimization
Black-box optimization (BBO) arises in many scientific and engineering problems where objective evaluations are expensiv…
智能体 HuggingFace Daily Papers · 6天前 阅读 9·访客 9
Building a safer path to autonomous industrial AI
Sponsored In partnership withAVEVA Industrial AI is entering a new phase. After decades of predictive analytics and othe…
行业动态 MIT Technology Review · 6天前 阅读 5·访客 5
A single prompt was enough to hijack every AI agent in an AWS account, Zenity researchers found
Oct 8, 2026 Nano Banana Pro prompted by THE DECODER Key Points A chain of vulnerabilities in Amazon's Bedrock AgentCore …
智能体 The Decoder · 6天前 阅读 11·访客 11