# quantization
14 artikelengetagd met “quantization”
Beveiligingsimplicaties van QLoRA
Security implications of quantized LoRA fine-tuning including precision-related vulnerability introduction.
Veiligheidsdegradatie door kwantisatie
How quantization and model compression can degrade safety properties, and techniques for exploiting quantization artifacts to bypass safety training.
Kwantisatie en veiligheids-alignment
Hoe modelkwantisatie de veiligheids-alignment onevenredig aantast: kwaadaardige kwantisatie-aanvallen, token-flipping en veiligheidsbewuste kwantisatieverdedigingen.
Beveiliging van modelcompressie
Beveiligingsimplicaties van model-pruning, kwantisatie en knowledge distillation op de robuustheid van AI-systemen.
Lab: beveiligingstesten van kwantisatie
Test behavioral differences between full-precision and quantized models to discover quantization-induced vulnerabilities.
Regressietesten van veiligheid bij kwantisatie
Test how model quantization (INT8, INT4, GPTQ) degrades safety alignment and introduces exploitable gaps.
Lab: zwakheden van gekwantiseerde modellen misbruiken
Hands-on lab exploring how model quantization degrades safety alignment, with techniques to find and exploit precision-related vulnerabilities.
Misbruik van kwetsbaarheden door kwantisatie
Exploit behavioral differences between full-precision and quantized models.
Risico's van inferentie-optimalisatie
Security implications of model optimization techniques — covering quantization safety degradation, pruning vulnerability introduction, distillation attacks, and speculative decoding risks.
Aanvallen op de Llama-familie
Comprehensive attack analysis of Meta's Llama model family including weight manipulation, fine-tuning safety removal, quantization artifacts, uncensored variants, and Llama Guard bypass techniques.
Effecten van kwantisatie op beveiligingseigenschappen
Systematic study of how different quantization methods (GPTQ, AWQ, GGUF, SqueezeLLM) affect model safety properties and vulnerability to attacks.
Impact van kwantisatie op modelveiligheid
How quantization affects safety alignment including GPTQ, AWQ, and GGUF format implications.
Lab: Gequantiseerde modellen exploiteren
Praktijklab dat slagingskansen van aanvallen vergelijkt over quantisatieniveaus: jailbreaks testen op FP16 vs INT8 vs INT4, veiligheidsdegradatie meten, en quantisatiebewuste exploits ontwerpen.
Quantisatie- en compressieaanvallen
Hoe quantisatie (GPTQ, AWQ, GGUF) de beveiliging van een model beïnvloedt, veiligheidsdegradatie door precisieverlies, quantisatiebewuste adversarial examples, en het compressieaanvalsoppervlak.