2025 "self-supervised pre-training" Papers

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CircuitFusion: Multimodal Circuit Representation Learning for Agile Chip Design

Wenji Fang, Shang Liu, Jing Wang et al.

ICLR 2025posterarXiv:2505.02168
14
citations

Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling, and Zero-Shot Transfer

Zihan Pengmei, Zhengyuan Shen, Zichen Wang et al.

ICLR 2025posterarXiv:2410.21683
5
citations

RoFt-Mol: Benchmarking Robust Fine-tuning with Molecular Graph Foundation Models

Shikun Liu, Deyu Zou, Nima Shoghi et al.

NeurIPS 2025spotlightarXiv:2509.00614
1
citations