Ethics, Fairness, and Accountability in Algorithmic Systems: From Principles to Practice
Ashok Jahagirdar
조회수 17회
전체 전문분석자료
전문분석자료
Agentic AI for Commercial Insurance Underwriting with Adversarial Self-Critique
arXiv:2602.13213v1 Announce Type: new Abstract: Commercial insurance underwriting is a labor-intensive process that requires manual review of extensive documentation to assess risk and determine policy …
Joyjit Roy, Samaresh Kumar Singh
조회수 33회
BotzoneBench: Scalable LLM Evaluation via Graded AI Anchors
arXiv:2602.13214v1 Announce Type: new Abstract: Large Language Models (LLMs) are increasingly deployed in interactive environments requiring strategic decision-making, yet systematic evaluation of these capabilities remains …
Lingfeng Li, Yunlong Lu, Yuefei Zhang, Jingyu Yao, Yixin Zhu, KeYuan Cheng, Yongyi Wang, Qirui Zheng, Xionghui Yang, Wenxin Li
조회수 31회
When to Think Fast and Slow? AMOR: Entropy-Based Metacognitive Gate for Dynamic SSM-Attention Switching
arXiv:2602.13215v1 Announce Type: new Abstract: Transformers allocate uniform computation to every position, regardless of difficulty. State Space Models (SSMs) offer efficient alternatives but struggle with …
Haoran Zheng
조회수 24회
VeRA: Verified Reasoning Data Augmentation at Scale
arXiv:2602.13217v1 Announce Type: new Abstract: The main issue with most evaluation schemes today is their "static" nature: the same problems are reused repeatedly, allowing for …
Zerui Cheng, Jiashuo Liu, Chunjie Wu, Jianzhu Yao, Pramod Viswanath, Ge Zhang, Wenhao Huang
조회수 57회
Scaling the Scaling Logic: Agentic Meta-Synthesis of Logic Reasoning
arXiv:2602.13218v1 Announce Type: new Abstract: Scaling verifiable training signals remains a key bottleneck for Reinforcement Learning from Verifiable Rewards (RLVR). Logical reasoning is a natural …
Bowen Liu, Zhi Wu, Runquan Xie, Zhanhui Kang, Jia Li
조회수 69회
A Geometric Taxonomy of Hallucinations in LLMs
arXiv:2602.13224v1 Announce Type: new Abstract: The term "hallucination" in large language models conflates distinct phenomena with different geometric signatures in embedding space. We propose a …
Javier Mar\'in
조회수 69회
Variation is the Key: A Variation-Based Framework for LLM-Generated Text Detection
arXiv:2602.13226v1 Announce Type: new Abstract: Detecting text generated by large language models (LLMs) is crucial but challenging. Existing detectors depend on impractical assumptions, such as …
Xuecong Li, Xiaohong Li, Qiang Hu, Yao Zhang, Junjie Wang
조회수 23회
Intelligence as Trajectory-Dominant Pareto Optimization
arXiv:2602.13230v1 Announce Type: new Abstract: Despite recent advances in artificial intelligence, many systems exhibit stagnation in long-horizon adaptability despite continued performance optimization. This work argues …
Truong Xuan Khanh, Truong Quynh Hoa
조회수 34회
PlotChain: Deterministic Checkpointed Evaluation of Multimodal LLMs on Engineering Plot Reading
arXiv:2602.13232v1 Announce Type: new Abstract: We present PlotChain, a deterministic, generator-based benchmark for evaluating multimodal large language models (MLLMs) on engineering plot reading-recovering quantitative values …
Mayank Ravishankara
조회수 44회
Stay in Character, Stay Safe: Dual-Cycle Adversarial Self-Evolution for Safety Role-Playing Agents
arXiv:2602.13234v1 Announce Type: new Abstract: LLM-based role-playing has rapidly improved in fidelity, yet stronger adherence to persona constraints commonly increases vulnerability to jailbreak attacks, especially …
Mingyang Liao, Yichen Wan, shuchen wu, Chenxi Miao, Xin Shen, Weikang Li, Yang Li, Deguo Xia, Jizhou Huang
조회수 20회
Lang2Act: Fine-Grained Visual Reasoning through Self-Emergent Linguistic Toolchains
arXiv:2602.13235v1 Announce Type: new Abstract: Visual Retrieval-Augmented Generation (VRAG) enhances Vision-Language Models (VLMs) by incorporating external visual documents to address a given query. Existing VRAG …
Yuqi Xiong, Chunyi Peng, Zhipeng Xu, Zhenghao Liu, Zulong Chen, Yukun Yan, Shuo Wang, Yu Gu, Ge Yu
조회수 32회