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cs.LG2026
The Physics Is the Network: Fast, Training-Free Neural Emulation
Luka Todorovic, Kaushal Gianchandani, Sai Ravela
Neural emulation need not require learning a substitute for known physics. We investigate PolyNets that couple a continuous-time neural representation of polynomial dynamics with a…
cs.LG2024
Multi-Evidence based Fact Verification via A Confidential Graph Neural Network
Yuqing Lan, Zhenghao Liu, Yu Gu +4
Fact verification tasks aim to identify the integrity of textual contents according to the truthful corpus. Existing fact verification models usually build a fully connected reason…