This work introduces Visual Skill Cards, a state-conditioned memory representation that binds reusable procedures with applicability cues, visual evidence, and verification signals and supports CardDistill, which uses VSC evidence as privileged teacher context to train a student that acts without runtime card retrieval...
Zhou Liu, Ligang Huang, Zeli Su et al.· 2 citations
SemanticAlign-Bench (SA-Bench), a diagnostic benchmark covering 30 papers from ICLR, ICML and NeurIPS 2025, is introduced and indicates that scaffolds optimized for executability provide limited leverage for scientific reproduction; narrowing the gap requires scaffolds that prioritize semantic specification verificatio...
Xueyan Hu, Ze-Wei Pan, Zeli Su et al.· 0 citations
ReproAgent is introduced, a four-stage Prepare--Plan--Generate--Repair pipeline built around a persistent implementation contract with two channels: an implementation-requirement channel that turns paper snippets into code obligations, and a reference-evidence channel that retrieves content and structure evidence from...
Xueyan Hu, Ze-Wei Pan, Zhongyuan Wang et al.· 0 citations
SearchArt is introduced, a scalable framework for training long-horizon search agents through verification-driven task synthesis and a multi-stage post-training pipeline, which exhibits adaptive search planning, iterative evidence aggregation, and complex reasoning over extended interaction horizons.
Lang Mei, Xiao-Han Yu, Chong Chen et al.· arXiv.org· 1 citation
ExRole is introduced, a trajectory-to-role framework that learns future-aware role prototypes from prefix-local team traces, resolves them into readable instructions and token-aligned role markers, and optionally routes shared LoRA rank slots with turn-aligned credit.
Zhou Liu, Chaoyang Han, Ze-Wei Pan et al.· 0 citations
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