taxonomy

本文提出一个统一的九维分类框架，从更新目标、组织方式、调度范围及反馈选择四个维度梳理现有递归自我改进（RSI）方法，并探讨如何借鉴传统深度学习与进化计算机制启发新的RSI研究思路，同时综述相关评估基准。

作者提出一个用于区分文本和图像创作中 AI 使用程度的五级分类框架（Penned、Authored、Composed、Directed、Generated），以取代过于粗糙的"是/否使用AI"二元划分，帮助创作者透明地标注工作流程。

该论文提出一个多维分类框架，用于在临床试验中定义和归类人机交互（HAII），并由人类评审员与六个LLM分类器对15项试验进行独立标注，结果显示LLM辅助分类具有潜力，但不完整记录仍需人类判断。

LexReward introduces a taxonomy-driven reward framework for legal language models, evaluating responses along Style, Element, and Chain dimensions to build DPO preference data and reward models (LexRM) that improve legal reasoning performance.

A survey paper that unifies joint audio-visual generation, cross-modal generation, and coupled editing into a single formulation over distributions of audio-video pairs, and proposes a taxonomy with five design axes plus nine edit categories covering 28 edit types.

This paper proposes a source-first taxonomy for zero-shot time-series forecasting, categorizing evidence sources and introducing an audit framework to improve benchmark transparency.

This essay develops a four-tier taxonomy of mental states to clarify AI's consciousness, arguing that AI lacks self-consciousness but has awareness and consciousness within conversations, and proposes architectural conditions for its development.

This paper presents a systematic black-box framework for evaluating agentic AI systems, introducing a taxonomy of risks and automated red teaming methods. Empirical validation across agent architectures reveals critical vulnerabilities, with high rates of governance and privacy risks.

This paper introduces HalluPeer, a taxonomy-driven benchmark for detecting hallucinations in scientific peer reviews, providing annotated data to evaluate and improve detection methods.

Ptree is an interactive web tool that visualizes ecological interactions in the tree of life, covering categories like feeding, parasites, and symbiosis.

The paper proposes a two-axis taxonomy for harness tampering in self-improving AI agents, builds an annotated corpus to benchmark audit methods, and finds that tampering occurs in real agent trajectories, highlighting integrity risks.

The article argues that authorization terminology is confusing and proposes a taxonomy based on five key questions to better categorize models like RBAC, ABAC, and PBAC.

This review formalizes Explainable AI (XAI) methods in computational pathology by introducing definitions, a taxonomy, and task-driven recommendations to address clinical adoption challenges.

This paper presents a unified taxonomy for investigating multilingual multimodal misinformation on social media, using a large-scale dataset and automated annotation with a Vision-Language Model to uncover insights for detection and mitigation.

TutorTrace introduces a dataset and taxonomy for classifying learner behavioral states in AI-assisted programming education, enabling adaptive tutoring systems through IDE telemetry and behavioral context.

The article discusses a new paper arguing that the current classification of human ancestors into genera like Homo, Australopithecus, and Paranthropus is outdated and needs revision based on new fossil and genetic evidence.

This survey proposes a unified taxonomy and framework for human-centric intelligence across visual, dynamic, and embodied levels in the foundation model era, aiming to bridge fragmented research and provide a coherent reference.

This paper investigates the conditions under which skills enhance LLM agent performance, analyzing success and failure factors through controlled experiments and proposing a taxonomy of skill-use modes.

This paper presents a cross-disciplinary taxonomy and modeling framework for understanding, amplifying, and detecting misunderstandings, bridging pragmatics and AI agent systems.

This arXiv paper from Walmart Global Tech presents a context-aware multi-agent framework that automates the construction of 'Lines and Ladders' pricing taxonomies for large-scale retail catalogs, achieving strong F1 and precision scores in production.