← Search

zizhen Deng

2 accepted papers

2025

Learning Identifiable Structures Helps Avoid Bias in DNN-based Supervised Causal Learning

AISTATS 2025poster

Causal discovery is a structured prediction task that aims to predict causal relations among variables based on their data samples. Supervised Causal Learning (SCL) is an emerging paradigm in this field. Existing Deep Neural Network (DNN)-based methods commonly adopt the “Node-Edge approach”, in whi…

Cited by 0SourcecodeScholar
2025

Neuron Platonic Intrinsic Representation From Dynamics Using Contrastive Learning

ICLR 2025poster

The Platonic Representation Hypothesis posits that behind different modalities of data (what we sense or detect), there exists a universal, modality-independent representation of reality. Inspired by this, we treat each neuron as a system, where we can detect the neuron’s multi-segment activity data…

Cited by 0SourcePDFScholar