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Junyuan Hong
Junyuan Hong
9
papers
311
total citations
papers (9)
Revisiting Zeroth-Order Optimization for Memory-Efficient LLM Fine-Tuning: A Benchmark
ICML 2024
arXiv
107
citations
GuardAgent: Safeguard LLM Agents via Knowledge-Enabled Reasoning
ICML 2025
69
citations
Decoding Compressed Trust: Scrutinizing the Trustworthiness of Efficient LLMs Under Compression
ICML 2024
arXiv
49
citations
SEAL: Steerable Reasoning Calibration of Large Language Models for Free
COLM 2025
arXiv
41
citations
Trap and Replace: Defending Backdoor Attacks by Trapping Them into an Easy-to-Replace Subnetwork
NEURIPS 2022
arXiv
16
citations
Understanding Deep Gradient Leakage via Inversion Influence Functions
NEURIPS 2023
arXiv
11
citations
Outsourcing Training without Uploading Data via Efficient Collaborative Open-Source Sampling
NEURIPS 2022
arXiv
8
citations
More is Less: The Pitfalls of Multi-Model Synthetic Preference Data in DPO Safety Alignment
COLM 2025
arXiv
5
citations
LoX: Low-Rank Extrapolation Robustifies LLM Safety Against Fine-tuning
COLM 2025
arXiv
5
citations