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From the 1 of 9 linked papers with an AI index.

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9 papers

cs.CL2026

KnowAct-GUIClaw: Know Deeply, Act Perfectly, Personal GUI Assistant with Self-Evolving Memory and Skill

Yunxin Li, Jinchao Li, Shibo Su +7

The paper introduces KnowAct-GUIClaw, an agent framework that combines accumulated user interaction knowledge with a self‑evolving memory and skill library to improve cross‑platfor…

cs.LG2026

Uni-DPO: A Unified Paradigm for Dynamic Preference Optimization of LLMs

Shangpin Peng, Weinong Wang, Zhuotao Tian +7

Direct Preference Optimization (DPO) has emerged as a cornerstone of reinforcement learning from human feedback (RLHF) due to its simplicity and efficiency. However, existing DPO-b…

cs.AI2026

WindowsWorld: A Process-Centric Benchmark of Autonomous GUI Agents in Professional Cross-Application Environments

Jinchao Li, Yunxin Li, Chenrui Zhao +3

While GUI agents have shown impressive capabilities in common computer-use tasks such as OSWorld, current benchmarks mainly focus on isolated and single-application tasks. This ove…

cs.MA2025

AniMaker: Multi-Agent Animated Storytelling with MCTS-Driven Clip Generation

Haoyuan Shi, Yunxin Li, Xinyu Chen +3

Despite rapid advancements in video generation models, generating coherent storytelling videos that span multiple scenes and characters remains challenging. Current methods often r…

cs.CL2025

ComfyUI-R1: Exploring Reasoning Models for Workflow Generation

Zhenran Xu, Yiyu Wang, Xue Yang +5

AI-generated content has evolved from monolithic models to modular workflows, particularly on platforms like ComfyUI, enabling customization in creative pipelines. However, craftin…

cs.CL2025

ComfyUI-Copilot: An Intelligent Assistant for Automated Workflow Development

Zhenran Xu, Xue Yang, Yiyu Wang +7

We introduce ComfyUI-Copilot, a large language model-powered plugin designed to enhance the usability and efficiency of ComfyUI, an open-source platform for AI-driven art creation.…