SVG-Score: Human-Aligned Evaluation of Text-to-SVG Generation

arXiv:2609.…

• 03806v1 Announce Type: new Abstract: Scalable Vector Graphics (SVG) ge…
• Progress, however, is held back by the lack of domain-specific evaluat…
• We introduce \textbf{\ours}, a human-aligned evaluation framework for …

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Govern the Model, Not Only the Data: Storage, Circulation, and Learning in Creative AI

arXiv:2609.…

• 03800v1 Announce Type: new Abstract: Federated learning is increasingl…
• It borrows the vocabulary of the federated social web, yet inverts its…
• We argue that federation is not in itself a remedy for extractive AI, …

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Transfiver: Human-AI Co-Inference through a Shared Editable State

arXiv:2609.…

• 03797v1 Announce Type: new Abstract: Long-term human-AI interaction is…
• We introduce the TRANSparent Framework for Interactive, Verifiable, Ed…
• Its central idea is that interaction-specific information is maintaine…

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DNative-Twin: Decision Graphs and Digital Twins for Reconstructable Agentic Decisions

arXiv:2609.…

• 03787v1 Announce Type: new Abstract: AI agents increasingly gather evi…
• A final output alone cannot show which evidence, tool state, rule, aut…
• We present DNative-Twin, a graph-native digital twin that records a co…

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Rethinking World Models for Safety-Critical Embodied Systems

arXiv:2609.…

• 03774v1 Announce Type: new Abstract: World models have progressed from…
• However, high predictive likelihood and visual fidelity do not necessa…
• This perspective identifies three structural mismatches in current wor…

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千问办公上线首月用户数突破3000万，企业用户占比过半

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SimSkill: A Lifelong Learning AI Agent for Autonomous Mastery of Traffic Simulation

arXiv:2609.…

• 03753v1 Announce Type: new Abstract: As large language models (LLMs) b…
• We introduce SimSkill, a self-evolving agent built around the Simulati…
• SimSkill identifies capability gaps, generates and solves environment-…

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Proactive Service Agents: A Unified Decision Framework, Methods, and Evaluation

arXiv:2609.…

• 03727v1 Announce Type: new Abstract: Large language model agents can p…
• Proactive service moves the decision upstream: an agent must infer ser…
• This survey gives an operational definition centered on initiative and…

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Artificial Intelligence for Energy Optimization in Data Centers

arXiv:2609.03716v1 Announce Type: new Abstract: Data centers are increasingly optimized by artificial intelligence and, at the same time, increasingly loaded by it.…

• The literature treats these as two unrelated problems: control studies…
• We screen roughly 194 papers retrieved through a documented protocol, …
• Of 28 primary control-oriented studies, 18 are validated in simulation…

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Counterfactual Routing Using Integer Programming with Constraint Generation

arXiv:2609.03707v1 Announce Type: new Abstract: We present our submission to the IJCAI 2025 'Counterfactual Routing Competition' (CRC 25).…

• The goal of the competition is to find counterfactual explanations for…
• This requires deciding what the minimal changes to a road network woul…
• This enables explanations such as "Your suggested route would indeed h…

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Synthetic Semantic Supervision for Contrastive Code Representation Learning in Small Transformers: An Empirical Study

arXiv:2609.03702v1 Announce Type: new Abstract: General-purpose code embeddings power tools for code search, classification, and retrieval.…

• Compact transformer encoders for code typically rely on either human-w…
• We empirically study an alternative: contrastive pretraining of small …
• We benchmark this approach against pretraining-based baselines, genera…

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具身智能落地的最后20%，藏在「云」里

今年的WAIC和WRC，具身智能展台的风向变了：不再执着于炫技，转向务实。去年的画风还是十八般武艺，同台竞技——机器人跳街舞、格斗秀、走猫步等；而今年则是走进真实场景：机器人开始被放进物流、工业、家庭等具体任务里。…

• 过去一个多月，雷峰网一线走访了灵初智能、艾欧智能等具身智能公司，也看了各厂商在展台上的演示，一个感受越来越强烈：真实场景里的任务，远比Dem…
• 在走访和交流中，雷峰网也与多位云专家进行了交流。
• 当被问及机器人落地、商业化时，一位云专家表示，具身智能存在明显的“长尾效应”：前60%、70%、80%的进展可能很快，但最后20%却需要花非…

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Analysis of Prompt Engineering for Drug Toxicity Prediction

arXiv:2609.03635v1 Announce Type: new Abstract: Clinical trials in the UK can cost up to {\pounds}1.…

• 3 million, with approximately 90% drug failure rate.
• Toxicity is a major contributing factor in drug failure.
• Testing is time and cost intensive.

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A computable representation of the physical laboratory enables verifiable workflows

arXiv:2609.…

• 03621v1 Announce Type: new Abstract: Making science computable require…
• A computable representation of the physical laboratory is established …
• It provides the physical-world counterpart to machine-readable knowled…

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KC-Bench: A Dynamic Interactive Benchmark for Evaluating Knowledge Conflicts in LLM Agents

arXiv:2609.…

• 03588v1 Announce Type: new Abstract: As LLMs increasingly act through …
• We introduce KC-Bench, a controlled multi-turn benchmark for measuring…
• Its 238 tasks are manually screened from more than 1,000 generated can…

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HalluPeer: A Taxonomy-driven Benchmark for Detecting Hallucinations in Scientific Peer Reviews

arXiv:2609.…

• 03580v1 Announce Type: new Abstract: The growing scale of academic pee…
• Existing hallucination benchmarks are not designed for peer review, wh…
• We introduce HalluPeer, a benchmark for detecting hallucinations in sc…

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The Attention Triangle in Audio-Video Models

arXiv:2609.…

• 03586v1 Announce Type: new Abstract: Audio-video diffusion models rely…
• We study these models by probing and analyzing the ``attention triangl…
• Our analysis reveals that routing along the audio-video edge is bidire…

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让测试更加绿色可持续

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GPT-6 Astra 正式登场：烧了 10万块 GPU、多项跑分逼近满分，OpenAI 开启“AGI时代”

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GPS-Bench: A Governance Policy Benchmark for Automating Policy Analysis

arXiv:2609.…

• 03553v1 Announce Type: new Abstract: Policy analysis requires more tha…
• LLM-based policy simulations model these processes at scale, but their…
• We introduce GPS-Bench, an evidence-grounded benchmark for governance …

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Dalek: A Constructive Agent Machine

arXiv:2609.…

• 03546v1 Announce Type: new Abstract: We present Dalek, a closed machin…
• The machine is built from three primitives---actors, messages, and cha…
• Four obligations---a host boundary, a construction language, admissibl…

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Feature Reconfiguration With Visual Prior for Medical Lesion Segmentation

arXiv:2609.03535v1 Announce Type: new Abstract: Lesion segmentation in medical images plays a critical role in clinical diagnosis and treatment planning.…

• Despite significant advances, lesion segmentation remains challenging …
• Existing encoder-decoder based methods mainly focus on enhancing featu…
• However, they lack early prior guidance and feature reconfiguration du…

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NeoRed: A Knowledge-Logic-Alignment Multimodal Large Language Model for Neonatal Respiratory Disease Diagnosis

arXiv:2609.…

• 03527v1 Announce Type: new Abstract: Neonatal respiratory diseases are…
• Despite recent advances, existing Multimodal Large Language Models (ML…
• To address these challenges, we collect two real-world clinical datase…

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CulturalMenuBench: Probing the Knowledge-Application Gap in Multimodal Culinary Reasoning

arXiv:2609.…

• 03526v1 Announce Type: new Abstract: Multimodal language models achiev…
• To probe this distinction, we introduce CulturalMenuBench, a benchmark…
• Evaluating 12 models exposes a substantial knowledge-application gap: …

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