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SafeGenie: Erasing Dangerous Concepts from Biological Diffusion Models
Arjun Banerjee, Ethan Tam, Camille Dang, David Martinez
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Oral
- Readers: Everyone
Position: Without Global Governance, AI-Enabled Biodesign Tools Risk Dangerous Proliferation
Azmine Toushik Wasi, Mst Rafia Islam, Rahatun Nesa Priti
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Position: Biosafety-Critical Adjacent Technologies are Critical for Scalable and Safe Clinical Multi-modal LLM Deployment
Azmine Toushik Wasi, Md. Iqramul Hoque
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
SafeBench-Seq: A Homology-Clustered, CPU-Only Baseline for Protein Hazard Screening with Physicochemical/Composition Features and Cluster-Aware Confidence Intervals
Muhammad Haris Khan
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
A Biosecurity Agent for Lifecycle LLM Biosecurity Alignment
Meiyin Meng, ZAIXI ZHANG
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Behavioral Red Teaming: Investigating Future Biosecurity Risk from Agentic AI and De Novo Sequence Design
Akash Arunabharathi
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Exposing Critical Safety Failures: A Comprehensive Safety-Weighted Evaluation of LLaMA Models for Biochemical Toxicity Screening
Gokul Srinath Seetha Ram
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Prompting Toxicity: Analyzing Biosafety Risks in Genomic Language Models
Akshay Murthy, Mengmeng Zhang, Shanmukhi Kannamangalam, Benjamin Liu, Kevin Zhu
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Zero-Shot Embedding Drift Detection: A Lightweight Defense Against Prompt Injections in LLMs
Arjun Damerla, Anirudh Sekar, Rachel Sharma, Mrinal Agarwal, Jasmine Zhang, Akitsugu Tanaka
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Benchmarking Biosafety in Generative Protein Design: A Stress-Test Framework for Binder Models
Mingyang Xu
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Structural Persistence Despite Sequence Redaction: A Biosecurity Evaluation of Protein Language Models
Petr Simecek
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Perspective: Lessons from Cybersecurity for Biological AI Safety
Azmine Toushik Wasi, Mst Rafia Islam
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
ProtGPT2 is Not Biosecure by Default
Tia Pope
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Where to Edit? : Complementary Protein Property Control from Weight and Activation Spaces
Armaity Katki, Nathan Choi, Son Sophak Otra, George Flint, Kevin Zhu
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Agentic BAIM-LLM Evaluation (ABLE): Benchmarking LLM Use of Protein Design Tools
Bryce Cai, Geetha Jeyapragasan, Samira Nedungadi, Jake Yukich, Seth Donoughe
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Property Adherent Molecular Generation with Constrained Discrete Diffusion
Michael Cardei, Jacob K Christopher, Bhavya Kailkhura, Thomas Hartvigsen, Ferdinando Fioretto
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Best Practices for Biorisk Evaluations on Open-Weight Bio-Foundation Models
Boyi Wei, Zora Che, Nathaniel Li, Jasper Götting, Samira Nedungadi, Julian Michael, Summer Yue, Dan Hendrycks, Peter Henderson, Zifan Wang, Seth Donoughe, Mantas Mazeika
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Biosecurity-Aware AI: Agentic Risk Auditing of Soft Prompt Attacks on ESM-Based Variant Predictors
Huixin Zhan
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Resisting RL Elicitation of Biosecurity Capabilities: Reasoning Models Exploration Hacking on WMDP
Joschka Braun, Yeonwoo Jang, Damon Falck, Roland S. Zimmermann, David Lindner, Scott Emmons
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Oral
- Readers: Everyone
Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs
Kyle O'Brien, Stephen Casper, Quentin Gregory Anthony, Tomek Korbak, Robert Kirk, Xander Davies, Ishan Mishra, Geoffrey Irving, Yarin Gal, Stella Biderman
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Oral
- Readers: Everyone
Securing the Language of Life: Inheritable Watermarks from DNA Language Models to Proteins
ZAIXI ZHANG, Ruofan Jin, Mengdi Wang, Le Cong
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
GeneBreaker: Jailbreak Attacks against DNA Language Models with Pathogenicity Guidance
ZAIXI ZHANG, Zhenghong Zhou, Ruofan Jin, Le Cong, Mengdi Wang
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Oral
- Readers: Everyone
Deep Research Brings Deeper Harm
Shuo Chen, Zonggen Li, Zhen Han, Bailan He, Tong Liu, Haokun Chen, Georg Groh, Philip Torr, Volker Tresp, Jindong Gu
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Is My Language Model a Biohazard?
Aldan Creo, Cristina Correa
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone
Benchmarking diffusion models for predicting perturbed cellular responses
Zijun Song, Changwen Zheng, Jiangmeng Li, Linhai Xie, Yujia Xiang
- Published: 15 Oct 2025, Last Modified: 24 Nov 2025
- BioSafe GenAI 2025 Poster
- Readers: Everyone

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