Sian-Yao Huang

Researcher, Cycraft Inc.

Joined

February 2020

Names

Sian-Yao Huang (Preferred)

,

HUANG SIAN YAO

,

SIAN YAO HUANG

,

SIAN-YAO HUANG

Emails

****@gmail.com (Confirmed)

,

****@cycraft.com (Confirmed)

Personal Links

Career & Education History

Researcher

Cycraft Inc. (cycraft.com)

Present

MS student

National Cheng Kung University (ncku.edu.tw)

2019 – 2021

Advisors, Relations & Conflicts

No relations added

Expertise

Neural Architecture Search

2019 – Present

Publications

TraceSafe: A Systematic Assessment of LLM Guardrails on Multi-Step Tool-Calling Trajectories
Yen-Shan Chen, Sian-Yao Huang, Cheng-Lin Yang, Yun-Nung Chen
- ICML 2026 AIWILD
- Readers: Everyone
Eyes-on-Me: Scalable RAG Poisoning through Transferable Attention-Steering Attractors
Yen-Shan Chen, Sian-Yao Huang, Cheng-Lin Yang, Yun-Nung Chen
- Submitted to ICLR 2026
- Readers: Everyone
Beyond Oracle: Verifier-Supervision for Instruction Hierarchy in Reasoning and Instruction-Tuned LLMs
Sian-Yao Huang, Li-Hsien Chang, Che-Yu Lin, Cheng-Lin Yang
- NeurIPS 2025 poster
- Readers: Everyone
CmdCaliper: A Semantic-Aware Command-Line Embedding Model and Dataset for Security Research
Sian-Yao Huang, Cheng-Lin Yang, Che-Yu Lin, Chun-Ying Huang
- EMNLP 2024
- Readers: Everyone
PONAS: Progressive One-shot Neural Architecture Search for Very Efficient Deployment
Sian-Yao Huang, Wei-Ta Chu
- 2021 (modified: 09 Nov 2022)
- IJCNN 2021
- Readers: Everyone
Searching by Generating: Flexible and Efficient One-Shot NAS With Architecture Generator
Sian-Yao Huang, Wei-Ta Chu
- 2021 (modified: 09 Nov 2022)
- CVPR 2021
- Readers: Everyone

Co-Authors