NeurIPS 2025PastSafety & alignmentGenerative modelsPrivacy & security
NeurIPS 2025 Workshop on Biosecurity Safeguards for Generative AI
BioSafe GenAI 2025
- Submission deadline
- Sep 15, 2025, 11:59 UTCimported from OpenReview — check the website for extensions
- Submission portal
- OpenReview
- Notes
- Topics were auto-suggested and may be imprecise — edits welcome.
Accepted papers (38)
Fetched from OpenReview (v2) on 2026-06-10.
A Biosecurity Agent for Lifecycle LLM Biosecurity Alignment
ABC-Bench: An Agentic Bio-Capabilities Benchmark for Biosecurity
Agentic BAIM-LLM Evaluation (ABLE): Benchmarking LLM Use of Protein Design Tools
AI Bioweapons and the Failure of Inference-Time Filters
Behavioral Red Teaming: Investigating Future Biosecurity Risk from Agentic AI and De Novo Sequence Design
Benchmarking Biosafety in Generative Protein Design: A Stress-Test Framework for Binder Models
Benchmarking diffusion models for predicting perturbed cellular responses
Benchmarking Mitigations Against Covert Misuse
Best Practices for Biorisk Evaluations on Open-Weight Bio-Foundation Models
Biorisk-Shift: Converting AI Vulnerabilities into Biological Threat Vectors
Biosecurity-Aware AI: Agentic Risk Auditing of Soft Prompt Attacks on ESM-Based Variant Predictors
Deep Ignorance: Filtering Pretraining Data Builds Tamper-Resistant Safeguards into Open-Weight LLMs
Deep Research Brings Deeper Harm
Exposing Critical Safety Failures: A Comprehensive Safety-Weighted Evaluation of LLaMA Models for Biochemical Toxicity Screening
GeneBreaker: Jailbreak Attacks against DNA Language Models with Pathogenicity Guidance
Involuntary Jailbreak
Is My Language Model a Biohazard?
Monte Carlo Expected Threat (MOCET) Scoring
Open-weight genome language model safeguards: Assessing robustness via adversarial fine-tuning
Perspective: Lessons from Cybersecurity for Biological AI Safety
Position: Biosafety-Critical Adjacent Technologies are Critical for Scalable and Safe Clinical Multi-modal LLM Deployment
Position: Without Global Governance, AI-Enabled Biodesign Tools Risk Dangerous Proliferation
Prompting Toxicity: Analyzing Biosafety Risks in Genomic Language Models
Property Adherent Molecular Generation with Constrained Discrete Diffusion
ProtGPT2 is Not Biosecure by Default
Resisting RL Elicitation of Biosecurity Capabilities: Reasoning Models Exploration Hacking on WMDP
RippleBench: Capturing Ripple Effects by Leveraging Existing Knowledge Repositories
Robust LLM Unlearning with MUDMAN: Meta-Unlearning with Disruption Masking And Normalization
SafeBench-Seq: A Homology-Clustered, CPU-Only Baseline for Protein Hazard Screening with Physicochemical/Composition Features and Cluster-Aware Confidence Intervals
SafeGenie: Erasing Dangerous Concepts from Biological Diffusion Models
SafeProtein: Red-Teaming Framework and Benchmark for Protein Foundation Models
Securing Dual-Use Pathogen Data of Concern
Securing the Language of Life: Inheritable Watermarks from DNA Language Models to Proteins
Structural Persistence Despite Sequence Redaction: A Biosecurity Evaluation of Protein Language Models
Translating Biomedical Observations into Signal Temporal Logic with LLMs using Structured Feedback
Where to Edit? : Complementary Protein Property Control from Weight and Activation Spaces
Without Safeguards, AI-Biology Integration Risks Creating Future Pandemics
Zero-Shot Embedding Drift Detection: A Lightweight Defense Against Prompt Injections in LLMs