most citedLLM-Based User Simulation for Low-Knowledge Shilling Attacks on Recommender Systems

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cs.CL2026

QUEST: Training Frontier Deep Research Agents with Fully Synthetic Tasks

Jian Xie, Tianhe Lin, Zilu Wang +16

Deep research agents extend the role of search engines from retrieving keyword-matched pages to synthesizing knowledge, fundamentally changing how humans interact with information.…

cs.CL2025

ARM2: Adaptive Reasoning Model with Vision Understanding and Executable Code

Jian Xie, Zhendong Chu, Aoxiao Zhong +5

Large Reasoning Models (LRMs) often suffer from the ``over-thinking'' problem, generating unnecessarily long reasoning on simple tasks. Some strategies have been proposed to mitiga…