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Aggregate arXiv cs.AI 人工智能 45″

Predictive Memory Localization: Forecasting Selective Intervention Paths from Internal Signals

arXiv:2608.…

  • 12892v1 Announce Type: new Abstract: Activation steering turns localiz…
  • We introduce Predictive Memory Localization (PML), which treats the me…
  • PML separates random-calibrated target movement from semantic-neighbor…

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Aggregate arXiv cs.AI 人工智能 45″

ReflectFact: Self-Reflective Agents for Improving Comprehension and Reasoning in Multi-Hop Fact Verification

arXiv:2608.…

  • 12877v1 Announce Type: new Abstract: Multi-hop fact verification, whic…
  • Recent methods primarily rely on multi-agent collaboration to decompos…
  • However, these methods face two critical limitations: (1) agents may p…

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Aggregate arXiv cs.AI 人工智能 45″

AI and Consumer Rights in India Working Paper

arXiv:2608.12863v1 Announce Type: new Abstract: As AI systems proliferate in consumer facing applications, questions about liability for AI related harms remain unresolved.…

  • This working paper examines whether India's Consumer Protection Act, 2…
  • The Act's broad definitions of product liability, harm, and deficiency…
  • However, significant gaps remain.

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Aggregate arXiv cs.AI 人工智能 45″

Practice Makes Unsafe: Skill Misevolution in Self-Improving LLM Agents

arXiv:2608.12851v1 Announce Type: new Abstract: Self-improving LLM agents convert successful trajectories into persistent cross-task state.…

  • An unsafe success can thereby become reusable policy after its trigger…
  • Skill evolution makes this failure measurable by distilling operationa…
  • Because evolution optimizes task outcomes rather than procedure safety…

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Aggregate arXiv cs.AI 人工智能 45″

Beyond Retrieval: Query-Conditioned Reuse of Long-Horizon Agent Trajectories

arXiv:2608.…

  • 12847v1 Announce Type: new Abstract: Retrieval can identify a past tra…
  • We identify this post-retrieval reuse step as a distinct bottleneck fo…
  • We instantiate the framework with query-conditioned reuse (QCR), a del…

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Aggregate 极客公园 人工智能 45″

当 AI 开始批量写 HTML，WorkBuddy 想解决「生成之后」的问题

头图来源：视觉中国 「人人都应该有一个 AI 工作台」，最近这段时间，网络上掀起了一阵搭建个人工作台的热潮。…

  • 先是一位百万级大网红用 WorkBuddy 几句话搭出了一个专属工作台，视频发出后，抖音、小红书的评论区随即变成了「大型交作业现场」—— 有…
  • 不少用户在晒完新鲜感之后，很快发现了同一个坑—— 数据只存在本地。
  • 在办公室电脑上录的一条待办，回家打开手机，空的；手机上记的一笔账，回到电脑上看，没有。

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Aggregate arXiv cs.AI 人工智能 45″

CABS+: Efficient and Scalable Model Merging via Conflict-Aware Sparsification and Adaptive Weight Allocation

arXiv:2608.…

  • 12842v1 Announce Type: new Abstract: Model merging has recently attrac…
  • However, parameter conflicts and knowledge interference across tasks o…
  • Prior work introduced Conflict-Aware and Balanced Sparsification (CABS…

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Aggregate arXiv cs.AI 人工智能 45″

ARAC: Benchmarking Auto-Research's Alignment and Completeness on End-to-End Researchs

arXiv:2608.…

  • 12788v1 Announce Type: new Abstract: The rapid advancement of Auto-Res…
  • We propose Auto-Research's Alignment and Completeness, ARAC-Bench: a R…
  • The framework operates through two synergistic components: the Academi…

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Aggregate arXiv cs.AI 人工智能 45″

PROVE-RT: Generating Mechanized Theorem Prover Scripts for Real-Time Systems using LLMs

arXiv:2608.…

  • 12762v1 Announce Type: new Abstract: Schedulability analysis is essent…
  • Mechanized verification in PROSA/ROCQ offers a rigorous alternative, y…
  • Recent successes of large language models (LLMs) across a wide range o…

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Aggregate arXiv cs.AI 人工智能 45″

Correct Is Not Governed: Provenance Integrity in Agentic Workflows

arXiv:2608.12761v1 Announce Type: new Abstract: Agentic workflows are commonly evaluated by whether they reach the correct outcome.…

  • That is insufficient in institutional settings, where a correct action…
  • We define governed execution as work whose decisions, completion, and …
  • We present Matrix, a deterministic causal-state layer that records aut…

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Aggregate arXiv cs.AI 人工智能 45″

Spatial Memory Agent: Experience-Grounded Procedure Memory for Spatial Intelligence

arXiv:2608.12743v1 Announce Type: new Abstract: Spatial intelligence is becoming a foundation for embodied agents, robotic planning, and multimodal assistants.…

  • To improve the spatial reasoning ability of VLM agents, existing work …
  • One line uses post-training methods, such as supervised fine-tuning an…
  • Another line adopts an agentic paradigm in which the model calls exter…

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Aggregate arXiv cs.AI 人工智能 45″

Beyond the Best Guess: Improving LLM Solution Coverage with Evolution Strategies

arXiv:2608.12679v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed in discovery domains such as math and science.…

  • The usual approach is to present the problem to the model and use its …
  • However, beyond this best guess, discovery can be enhanced by increasi…
  • In a process called pass@k, the model is allowed to explore the soluti…

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Aggregate arXiv cs.AI 人工智能 45″

The Role of Natural Language Understanding in Multimodal Video-Based Dengue Diagnosis

arXiv:2608.…

  • 12677v1 Announce Type: new Abstract: Detecting infection-related behav…
  • In this study, a YOLO- and Contrastive Language-Image Pre-training (CL…
  • First, YOLO is used to isolate mosquito regions from the background.

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Aggregate arXiv cs.AI 人工智能 45″

Privacy-Preserving RAG by Concealing Sensitive Information from External LLMs

arXiv:2608.…

  • 12675v1 Announce Type: new Abstract: Retrieval-Augmented Generation (R…
  • Existing privacy research on RAG has focused on preventing unauthorize…
  • However, another important problem that is often overlooked in RAG pri…

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Aggregate arXiv cs.AI 人工智能 45″

Lines and Ladders: A Context-Aware Multi-Agent Framework for Large-Scale Retail Price Taxonomy

arXiv:2608.12674v1 Announce Type: new Abstract: Maintaining price consistency and executing an Every Day Low Price strategy is critical for global retailers.…

  • However, with catalogs spanning millions of active items, manual gover…
  • Inconsistent pricing across item variants distorts customer value perc…
  • To address this, we present a scalable, context-aware Multi-Agent Fram…

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Aggregate arXiv cs.AI 人工智能 45″

On the Expressive Power of Transformers

arXiv:2608.12671v1 Announce Type: new Abstract: Multi-layer transformers form the critical component of essentially all large language models (LLMs) in use today.…

  • Because of their ubiquity and computational capability, there is a rap…
  • In this endeavor, circuit complexity has by and large emerged as the "…
  • Here, we present an overview of selected results that delineate the ex…

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Aggregate arXiv cs.AI 人工智能 45″

Designing AI Pipelines for Decision-Ready ITSM Intelligence

arXiv:2608.…

  • 12670v1 Announce Type: new Abstract: IT service management (ITSM) syst…
  • This paper presents a sociotechnical AI pipeline, designed and evaluat…
  • The pipeline combines LLM-based schema normalization, HDBSCAN sub-topi…

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Aggregate arXiv cs.AI 人工智能 45″

General Probabilities of Causation with Causal Knowledge

arXiv:2608.…

  • 12657v1 Announce Type: new Abstract: Probabilities of causation (PoCs)…
  • Tian and Pearl first derived theoretically sharp bounds for binary PoC…
  • Mueller et al.

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Aggregate arXiv cs.AI 人工智能 45″

SteerBench-Work: A Benchmark for Agent Steering at Action Boundaries

arXiv:2608.12654v1 Announce Type: new Abstract: Long-running LLM agents act through tools, and a single step can send an email, merge a pull request, or wire a payment.…

  • The steering decision is the pre-commit choice at that boundary: proce…
  • We introduce SteerBench-Work, an incident-anchored, bidirectional benc…
  • Release v2026-05 contains 106 scenarios anchored in public incidents, …

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Aggregate arXiv cs.AI 人工智能 45″

Jagged Judges: Epistemic Stability Under Silence, Pressure, and Persistence

arXiv:2608.12645v1 Announce Type: new Abstract: LLM judges have become central infrastructure for model evaluations, online grading, and reward modeling.…

  • Judges are typically validated by accuracy on golden data, but accurac…
  • We introduce the \emph{Wiggle Framework}, a unified stress test for ep…
  • The framework decomposes judge robustness along three dimensions: Mech…

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Aggregate arXiv cs.AI 人工智能 45″

@skills: Attention is all you have

arXiv:2608.12610v1 Announce Type: new Abstract: There are 56,804 public agent skills today, and teams write many more privately.…

  • The dominant delivery model is installation: once installed, a skill's…
  • This leaves the long tail with no practical path to use and forces tea…
  • We observe that installation bundles three separable functions: conten…

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Aggregate arXiv cs.AI 人工智能 45″

Dead text or binding clause? Measuring and restoring constraint influence in black-box LLM dialogues

arXiv:2608.…

  • 12599v1 Announce Type: new Abstract: Multi-turn dialogues let users re…
  • No existing instrument measures this influence per clause, predicts it…
  • \sysname{} closes the three gaps through the model API alone: a contra…

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Aggregate arXiv cs.AI 人工智能 45″

DiG-bench: Discovery in Games

arXiv:2608.12593v1 Announce Type: new Abstract: Discovery---formulating novel generalizations---is a central part of the scientific process.…

  • Despite its importance, there is a gap in the current AI benchmark lan…
  • To address this gap, we release a new benchmark: DiG-bench (Discovery …
  • DiG-bench consists of a set of 70 independent games.

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Aggregate arXiv cs.AI 人工智能 45″

Auditable agentic AI for evidence-grounded thyroid ultrasound diagnosis and reporting

arXiv:2608.…

  • 12590v1 Announce Type: new Abstract: Thyroid ultrasound diagnosis requ…
  • We present ThyroidXAgent, a clinician-interactive agentic AI system th…
  • The system was developed using OpenThyroidDB, a multicentre, multitask…

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