Breaking to Build: A Threat Model of Prompt-Based Attacks for Securing LLMs
Fuente:
arXiv
Saved in:
| Main Authors: | Hill, Brennen, Parla, Surendra, Balabhadruni, Venkata Abhijeeth, Padmalayam, Atharv Prajod, Sharma, Sujay Chandra Shekara |
|---|---|
| Format: | Preprint |
| Published: |
2025
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning
by: Hill, Brennen
Published: (2025)
by: Hill, Brennen
Published: (2025)
ATAAT: Adaptive Threat-Aware Adversarial Tuning Framework against Backdoor Attacks on Vision-Language-Action Models
by: Chen, Kewei, et al.
Published: (2026)
by: Chen, Kewei, et al.
Published: (2026)
Generative World Models of Tasks: LLM-Driven Hierarchical Scaffolding for Embodied Agents
by: Hill, Brennen
Published: (2025)
by: Hill, Brennen
Published: (2025)
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
by: Dang, Kieu, et al.
Published: (2025)
by: Dang, Kieu, et al.
Published: (2025)
CulinaryCut-VLAP: A Vision-Language-Action-Physics Framework for Food Cutting via a Force-Aware Material Point Method
by: Koh, Hyunseo, et al.
Published: (2026)
by: Koh, Hyunseo, et al.
Published: (2026)
The Physical Basis of Prediction: World Model Formation in Neural Organoids via an LLM-Generated Curriculum
by: Hill, Brennen
Published: (2025)
by: Hill, Brennen
Published: (2025)
BreakFun: Jailbreaking LLMs via Schema Exploitation
by: Oskooei, Amirkia Rafiei, et al.
Published: (2025)
by: Oskooei, Amirkia Rafiei, et al.
Published: (2025)
Thinking Machines: Mathematical Reasoning in the Age of LLMs
by: Asperti, Andrea, et al.
Published: (2025)
by: Asperti, Andrea, et al.
Published: (2025)
How much do LLMs learn from negative examples?
by: Hamdan, Shadi, et al.
Published: (2025)
by: Hamdan, Shadi, et al.
Published: (2025)
Communicative Agents for Slideshow Storytelling Video Generation based on LLMs
by: Fan, Jingxing, et al.
Published: (2025)
by: Fan, Jingxing, et al.
Published: (2025)
The Geometry of Cortical Computation: Manifold Disentanglement and Predictive Dynamics in VCNet
by: Hill, Brennen A., et al.
Published: (2025)
by: Hill, Brennen A., et al.
Published: (2025)
Evaluating Model-Agnostic Meta-Learning on MetaWorld ML10 Benchmark: Fast Adaptation in Robotic Manipulation Tasks
by: Atamuradov, Sanjar
Published: (2025)
by: Atamuradov, Sanjar
Published: (2025)
Structural Plasticity as Active Inference: A Biologically-Inspired Architecture for Homeostatic Control
by: Hill, Brennen A.
Published: (2025)
by: Hill, Brennen A.
Published: (2025)
Inducing Causal World Models in LLMs for Zero-Shot Physical Reasoning
by: Sharma, Aditya, et al.
Published: (2025)
by: Sharma, Aditya, et al.
Published: (2025)
Communicating Plans, Not Percepts: Scalable Multi-Agent Coordination with Embodied World Models
by: Hill, Brennen A., et al.
Published: (2025)
by: Hill, Brennen A., et al.
Published: (2025)
Co-Evolving Complexity: An Adversarial Framework for Automatic MARL Curricula
by: Hill, Brennen
Published: (2025)
by: Hill, Brennen
Published: (2025)
NeuroState-Bench: A Human-Calibrated Benchmark for Commitment Integrity in LLM Agent Profiles
by: Jia, Xiao
Published: (2026)
by: Jia, Xiao
Published: (2026)
Emergence of Goal-Directed Behaviors via Active Inference with Self-Prior
by: Kim, Dongmin, et al.
Published: (2025)
by: Kim, Dongmin, et al.
Published: (2025)
Does Machine Bring in Extra Bias in Learning? Approximating Fairness in Models Promptly
by: Bian, Yijun, et al.
Published: (2024)
by: Bian, Yijun, et al.
Published: (2024)
Harnessing non-adversarial robustness in large language models
by: Zhou, Qinghua, et al.
Published: (2026)
by: Zhou, Qinghua, et al.
Published: (2026)
Feature Selection Based on Reinforcement Learning and Hazard State Classification for Magnetic Adhesion Wall-Climbing Robots
by: Ma, Zhen, et al.
Published: (2025)
by: Ma, Zhen, et al.
Published: (2025)
AI Agents: Evolution, Architecture, and Real-World Applications
by: Krishnan, Naveen
Published: (2025)
by: Krishnan, Naveen
Published: (2025)
Constitution or Collapse? Exploring Constitutional AI with Llama 3-8B
by: Zhang, Xue
Published: (2025)
by: Zhang, Xue
Published: (2025)
Adaptive Minds: Empowering Agents with LoRA-as-Tools
by: Shekar, Pavan C, et al.
Published: (2025)
by: Shekar, Pavan C, et al.
Published: (2025)
XAutoLM: Efficient Fine-Tuning of Language Models via Meta-Learning and AutoML
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
by: Estevanell-Valladares, Ernesto L., et al.
Published: (2025)
STRIDE: A Self-Reflective Agent Framework for Reliable Automatic Equation Discovery
by: Su, Jiarui, et al.
Published: (2026)
by: Su, Jiarui, et al.
Published: (2026)
Agentic Discovery of Neural Architectures: AIRA-Compose and AIRA-Design
by: Pepe, Alberto, et al.
Published: (2026)
by: Pepe, Alberto, et al.
Published: (2026)
When Does Content-Based Routing Work? Representation Requirements for Selective Attention in Hybrid Sequence Models
by: Basu, Abhinaba
Published: (2026)
by: Basu, Abhinaba
Published: (2026)
An Improved Adaptive PID Optimizer with Enhanced Convergence and Stability for Deep Learning
by: Saini, Saurabh, et al.
Published: (2026)
by: Saini, Saurabh, et al.
Published: (2026)
From Noise to Diversity: Random Embedding Injection in LLM Reasoning
by: Kim, Heejun, et al.
Published: (2026)
by: Kim, Heejun, et al.
Published: (2026)
MAcPNN: Mutual Assisted Learning on Data Streams with Temporal Dependence
by: Giannini, Federico, et al.
Published: (2026)
by: Giannini, Federico, et al.
Published: (2026)
NOTAI.AI: Explainable Detection of Machine-Generated Text via Curvature and Feature Attribution
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
by: Breneur, Oleksandr Marchenko, et al.
Published: (2026)
Rethinking the Multilingual Reasoning Gap with Layer Swap
by: Lasbordes, Maxence, et al.
Published: (2026)
by: Lasbordes, Maxence, et al.
Published: (2026)
Territory Paint Wars: Diagnosing and Mitigating Failure Modes in Competitive Multi-Agent PPO
by: Singh, Diyansha
Published: (2026)
by: Singh, Diyansha
Published: (2026)
FT-NCFM: An Influence-Aware Data Distillation Framework for Efficient VLA Models
by: Chen, Kewei, et al.
Published: (2025)
by: Chen, Kewei, et al.
Published: (2025)
Can Large Language Models Implement Agent-Based Models? An ODD-based Replication Study
by: Fachada, Nuno, et al.
Published: (2026)
by: Fachada, Nuno, et al.
Published: (2026)
EchoLSTM: A Self-Reflective Recurrent Network for Stabilizing Long-Range Memory
by: K, Prasanth K, et al.
Published: (2025)
by: K, Prasanth K, et al.
Published: (2025)
Scalpel-SAM: A Semi-Supervised Paradigm for Adapting SAM to Infrared Small Object Detection
by: Liu, Zihan, et al.
Published: (2025)
by: Liu, Zihan, et al.
Published: (2025)
Formulation and Therapeutic Assessment of a Zinc Oxide, Silver, and Cerium Oxide Enriched Ointment for Accelerated Wound Healing in Aged Models
by: Yousaf, Iqra, et al.
Published: (2025)
by: Yousaf, Iqra, et al.
Published: (2025)
Safety, Security, and Cognitive Risks in World Models
by: Parmar, Manoj
Published: (2026)
by: Parmar, Manoj
Published: (2026)
Similar Items
-
HEFT: A Coarse-to-Fine Hierarchy for Enhancing the Efficiency and Accuracy of Language Model Reasoning
by: Hill, Brennen
Published: (2025) -
ATAAT: Adaptive Threat-Aware Adversarial Tuning Framework against Backdoor Attacks on Vision-Language-Action Models
by: Chen, Kewei, et al.
Published: (2026) -
Generative World Models of Tasks: LLM-Driven Hierarchical Scaffolding for Embodied Agents
by: Hill, Brennen
Published: (2025) -
$δ$-STEAL: LLM Stealing Attack with Local Differential Privacy
by: Dang, Kieu, et al.
Published: (2025) -
CulinaryCut-VLAP: A Vision-Language-Action-Physics Framework for Food Cutting via a Force-Aware Material Point Method
by: Koh, Hyunseo, et al.
Published: (2026)