Diverse and Effective Red Teaming Auto-gen Rewards & Multi-step RL | #aisafety #openai #genai #2024
AI Today27 Nov 2024

Diverse and Effective Red Teaming Auto-gen Rewards & Multi-step RL | #aisafety #openai #genai #2024

Paper: https://cdn.openai.com/papers/diverse... Blog: https://openai.com/index/advancing-re... This OpenAI research paper presents novel methods for automated red teaming of large language models (LLMs). The approach factorizes the red-teaming task into generating diverse attack goals and then training a reinforcement learning (RL) attacker to achieve those goals effectively and diversely. Key contributions include using automatically generated rule-based rewards and a multi-step RL process that encourages stylistic diversity in attacks. The methods are applied to two tasks: indirect prompt injection and safety "jailbreaking," demonstrating improved diversity and effectiveness compared to prior approaches. The paper also addresses limitations and suggests future research directions. ai , model , ai safety , openai, genai, generativeai, artificialintelligence , arxiv , research , paper , publication, reinforcement learning, rl

Episoder(30)

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model | #ai #2025 #genai #google

SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model | #ai #2025 #genai #google

Paper: https://arxiv.org/pdf/2501.17161 This research paper compares supervised fine-tuning (SFT) and reinforcement learning (RL) for post-training foundation models. Using novel and existing tasks i...

7 Feb 202516min

Deepseek Janus-Pro: Unified Multimodal Understanding and Generation | #ai #2025 #genai #deepseek

Deepseek Janus-Pro: Unified Multimodal Understanding and Generation | #ai #2025 #genai #deepseek

Paper: https://github.com/deepseek-ai/Janus/blob/main/janus_pro_tech_report.pdf Github: https://github.com/deepseek-ai/Janus/tree/main?tab=readme-ov-file The paper introduces Janus-Pro, an improved m...

30 Jan 202516min

Memory Layers at Scale | #ai #2024 #genai #meta

Memory Layers at Scale | #ai #2024 #genai #meta

Paper: https://arxiv.org/pdf/2412.09764 This research paper explores the effectiveness of memory layers in significantly enhancing large language models (LLMs). By incorporating a trainable key-value...

11 Jan 202514min

Large Concept Models: Language Modeling in a Sentence Representation Space | #ai #2024 #genai

Large Concept Models: Language Modeling in a Sentence Representation Space | #ai #2024 #genai

Paper: https://scontent-dfw5-1.xx.fbcdn.net/... This research paper introduces Large Concept Models (LCMs), a novel approach to language modeling that operates on sentence embeddings instead of indi...

6 Jan 202529min

DeepSeek v3 | #ai #2024 #genai

DeepSeek v3 | #ai #2024 #genai

Technical Report: https://arxiv.org/pdf/2412.19437 Github: https://github.com/deepseek-ai/DeepSe... This research paper introduces DeepSeek-V3, a 671-billion parameter Mixture-of-Experts (MoE) large ...

31 Des 202428min

VISION TRANSFORMERS NEED REGISTERS | #ai #2024 #genai #meta

VISION TRANSFORMERS NEED REGISTERS | #ai #2024 #genai #meta

Paper: https://arxiv.org/pdf/2309.16588 This research paper examines artifacts in vision transformer feature maps, specifically high-norm tokens appearing in non-informative image areas. The authors ...

30 Des 202433min

Byte Latent Transformer: Scaling Language Models with Patches | #ai #2024 #genai

Byte Latent Transformer: Scaling Language Models with Patches | #ai #2024 #genai

Paper: https://arxiv.org/pdf/2412.09871v1.pdf The paper introduces the Byte Latent Transformer (BLT), a novel large language model architecture that processes raw byte data without tokenization. BLT ...

27 Des 202421min

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models | #ai #2024 #genai

CosyVoice 2: Scalable Streaming Speech Synthesis with Large Language Models | #ai #2024 #genai

This research paper introduces CosyVoice 2, an improved streaming speech synthesis model. Building upon its predecessor, CosyVoice 2 utilizes advancements in large language models (LLMs) and incorpora...

27 Des 202420min

Populært innen Teknologi

romkapsel
rss-avskiltet
teknisk-sett
tomprat-med-gunnar-tjomlid
nasjonal-sikkerhetsmyndighet-nsm
energi-og-klima
rss-impressions-2
shifter
lydartikler-fra-aftenposten
elektropodden
fornybaren
hans-petter-og-co
smart-forklart
pedagogisk-intelligens
rss-alt-vi-kan
rss-fish-ships
teknologi-og-mennesker
rss-digitaliseringspadden
rss-ki-praten
rss-for-alarmen-gar