Beining Xu

I am an undergraduate student at Shenzhen MSU-BIT University and the president of the university’s Computer Association, majoring in Electronic and Computer Engineering. During my studies, I have developed a strong interest in information security and embodied intelligence.

My areas of expertise include binary vulnerability exploitation, IoT security, reverse engineering, natural language processing, embodied intelligence, and model uncertainty analysis.

Google Scholar

kanxue

xz_aliyun

csdn

Machine Learning Navigation World Model NLP Exploit attacks Binary security

Latest News

2025-09-01
mathmatics accept

TECP: Token-Entropy Conformal Prediction for LLMs

Congratulations on our work being accepted by the journal Mathematics(SCI JCRQ1).
2025-09-01
arxiv accepted

TECP: Token-Entropy Conformal Prediction for LLMs

Introducing token entropy into conformal prediction for the first time
2025-08-07
CNVD Vulnerability Database Collection

Shenzhen ****** Co., Ltd. **** has a Remote Code Execution.

Vulnerability Score: 10.0
2025-07-01
Hillstone Networks Co., Ltd. Internship

From May to July 2025, I worked as an IoT Security Engineer at Hillstone Networks Co., Ltd., primarily responsible for tracking the latest vulnerability technologies and providing high-quality IoT device vulnerabilities to the company’s CNVD and CNNVD accounts.

Key contributions: multiple CNVD certificates, CNNVD certificates, cutting-edge vulnerability reports, and discovery of the latest product vulnerabilities.
2025-06-27
CNNVD Vulnerability Bulletin

Shenzhen ****** Co., Ltd. **** has a remote Remote Code Execution.

Vulnerability Score: 10.0

Achievements Display

TECP: Token-Entropy Conformal Prediction for LLMs

In this paper, we introduce Token-Entropy Conformal Prediction, a novel framework that leverages token-level entropy as a logit-free, reference-free uncertainty measure and integrates it into a split conformal prediction (CP) pipeline to construct prediction sets with formal coverage guarantees.

arxiv Code mathmatics

CNVD Certificate: Shenzhen ** Co., Ltd. has a remote code execution vulnerability.

Exploited a stack overflow to overwrite the return address and, after multiple debugging sessions, successfully obtained a system shell.

opencve Code

A DeBERTa-BiLSTM-Self-Attention Based Ensemble Model for Sentiment Analysis

A More Efficient Emotion Classification Model, First Author, Corresponding Author

paper code

CNNVD Certificate: Shenzhen ** Co., Ltd. has a remote code execution vulnerability.

Assembly-Level Debugging, Remote Code Execution

opencve Code

SQL Injection vulnerability was discovered in Sourcecodester's Sentiment Based Movie Success Rating Prediction System

CVE-2024-5267

ali Code opencve

2024 CCPC Guangzhou Invitational Contest

Bronze Medal

The D-Link DI-8100 contains a binary vulnerability

CVE-2025-5228

Code opencve

Hillstone Networks Co., Ltd. Internship Experience

Key Contributions: CNVD certificates, CNNVD certificates, and vulnerability technology tracking articles.

Vulnerabilities for Which Certificates Were Obtained

CNVD-2025-14134,CNVD-2025-13986,CNVD-2025-16003,CNVD-2025-13939

CNNVD-2025-99097845