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Haotian Ma

4 papers here

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • middle author3

Across the 3 of 4 papers where every author was matched, so the position is known.

fields
  • cs.LG3
  • cs.CV1

identity via Semantic Scholar / OpenAlex

most citedExplaining AlphaGo: Interpreting Contextual Effects in Neural Networks

3 citations · 4 across the 2 of their papers we have counts for

collaborators

4 papers

cs.LG2020★ 1 cited

Rotation-Equivariant Neural Networks for Privacy Protection

Hao Zhang, Yiting Chen, Haotian Ma +5

In order to prevent leaking input information from intermediate-layer features, this paper proposes a method to revise the traditional neural network into the rotation-equivariant…

cs.LG2020

Deep Quaternion Features for Privacy Protection

Hao Zhang, Yiting Chen, Liyao Xiang +3

We propose a method to revise the neural network to construct the quaternion-valued neural network (QNN), in order to prevent intermediate-layer features from leaking input informa…

cs.CV2019★ 3 cited

Explaining AlphaGo: Interpreting Contextual Effects in Neural Networks

Zenan Ling, Haotian Ma, Yu Yang +3

In this paper, we propose to disentangle and interpret contextual effects that are encoded in a pre-trained deep neural network. We use our method to explain the gaming strategy of…

cs.LG2019

Interpretable Complex-Valued Neural Networks for Privacy Protection

Liyao Xiang, Haotian Ma, Hao Zhang +3

Previous studies have found that an adversary attacker can often infer unintended input information from intermediate-layer features. We study the possibility of preventing such ad…

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