#aiinterpretability search results

GoodfireAI's research by @lee_sharkey_ reveals LLMs' MLP weights decompose by loss curvature: high for generalization, low for memorization. Ablate low ones - slash fact recall, preserve logic! Path to safer, smarter AI? #AIInterpretability

New paper says language models are injective, which means, no input is ever truly lost. Every word you give them leaves a perfect imprint. And now, they’ve built a way to walk it back. So what happens when a model remembers everything? #AIinterpretability #DigitalMemory…

Would it be possible to log every decision an AI makes as a token on a geneological tree that traces all the way back to training for a black-box solution? #AIInterpretability

This diagram visualizes AI’s internal flow from a user’s perspective —like a “weather map” of how reasoning moves inside the model. It’s only a metaphor, not a literal structure —a forecast from the user’s side describing AI’s inner climate. #AI #LLM #AIInterpretability

Exciting to see LLMs finally approaching the ability to explain their "thought process" — a step toward true AI transparency! #AIInterpretability #AIInterpretability #ExplainableAI #LLM #AIAgents #AIEthics

Questions to #Neotwitter: - Can AI models generalize across diverse populations? - How can we address interpretability challenges in clinical settings? #ResearchQuestions #AIInterpretability #ClinicalImplementation

🚀 Regulators eye interpretability to justify high‑stakes deployments in finance or health. #AIInterpretability #Transparency #AI medium.com/p/c5017ea8850c

🧠 "Interpretability: Understanding how AI models think" - key insights: ✅ Trust through understanding ✅ Safety through interpretability ✅ Transparency in decisions Essential for responsible AI. youtube.com/watch?v=fGKNUv… #AIInterpretability

🔍 Why analyze AI models? Peering inside lets us spot hidden risks: from subtle differences between models to potential backdoors buried in their layers. Model analysis = transparency, trust, and the confidence to deploy AI responsibly. #AIsecurity #AIinterpretability

Race to understand before complexity outruns us. #AIInterpretability #Transparency #AI medium.com/p/c5017ea8850c

With AI systems becoming more complex, interpretability methods like this are essential for safety and regulatory compliance. What applications do you see for systematic AI model auditing? #AIInterpretability #MachineLearning @ch402 @NeelNanda5 🧵 4/4

#AIInterpretability #Transparency #AI medium.com/p/c5017ea8850c

Peering into the mind of an AI model is like exploring uncharted territory. It's thrilling yet daunting. Understanding AI's inner workings isn't just techy curiosity—it's crucial for aligning AI with human values. Let's delve deeper! 🌌🤖 #AIInterpretability

25/ The Visibility Paradox: The most transparent AI systems reveal exactly what you need to understand when you need to understand it, not everything at once. sandgarden.com/learn/llm-trac… #LLMTracing #AIInterpretability #MachineLearning #LearnAI

🤯 AI isn’t reasoning. It’s replaying memorized heuristics—using just 1.5% of its neurons. What does that mean for trust, safety, and alignment? #FakeIntelligence #AIInterpretability #LLMs medium.com/p/the-1-5-illu…

“Enhancing AI Interpretability: Introducing Thought Anchors for Large Language Models” #AIInterpretability #ThoughtAnchors #LargeLanguageModels #AITransparency #HealthcareFinance itinai.com/enhancing-ai-i… Understanding how large language models (LLMs) reason and arrive at their …

v1 of a toolkit built (no code) for ChatGPT. Amazing what you can teach an LLM, and how people respond in the environment itself github.com/SkylerFog/fog-… #AIInterpretability #LLMBehavior #StructuralAI

This diagram visualizes AI’s internal flow from a user’s perspective —like a “weather map” of how reasoning moves inside the model. It’s only a metaphor, not a literal structure —a forecast from the user’s side describing AI’s inner climate. #AI #LLM #AIInterpretability

New paper says language models are injective, which means, no input is ever truly lost. Every word you give them leaves a perfect imprint. And now, they’ve built a way to walk it back. So what happens when a model remembers everything? #AIinterpretability #DigitalMemory…

Casey Greene #AIinterpretability @CI4CC @CBTTC @kidsfirstDRC #pediatriccancer #ci4cc2017

#AIInterpretability #AnthropicAI #ClaudeAI #AISafety #BlackBoxAI #MachineLearning #ArtificialIntelligence #LargeLanguageModels #ConceptExtraction #FutureOfAI #Anthropic davidborish.com/post/anthropic…

Exciting to see LLMs finally approaching the ability to explain their "thought process" — a step toward true AI transparency! #AIInterpretability #AIInterpretability #ExplainableAI #LLM #AIAgents #AIEthics

🔍 Why analyze AI models? Peering inside lets us spot hidden risks: from subtle differences between models to potential backdoors buried in their layers. Model analysis = transparency, trust, and the confidence to deploy AI responsibly. #AIsecurity #AIinterpretability

Reimagining Paradigms for Interpretability in Artificial Intelligence itinai.com/reimagining-pa… #AIinterpretability #MachineLearning #ArtificialIntelligence #ModelExplanations #DataScience #ai #news #llm #ml #research #ainews #innovation #artificialintelligence #machinelearning…

Understanding AI Interpretability & Explainability #AIExplainability #AIInterpretability #improveAIsystemperformance #ModelExplanation #ModelInterpretation #ModelVisualization #preventbiasinAIsystems #usertrustinAIsystems neurohub.ai/understanding-…

Attribution Graphs: Unveiling Internal Reasoning in Claude 3.5 Haiku #AttributionGraphs #AIInterpretability #Claude3Haiku #MachineLearning #ArtificialIntelligence itinai.com/attribution-gr…

Take part in this call for papers for a J-BHI special issue titled "Role of AI and Explainable AI in Integrative Approaches for Healthcare Data Analysis." 🏥💡 Read more here: bit.ly/3SNrFoL #ResearchOpportunity #HealthcareInnovation #AIInterpretability

@GoodfireAI Raises $50M to Boost AI Interpretability R&D aitech365.com/generative-ai/… #AIinterpretability #AImodel #AITech365 #GenerativeAI #Goodfire #interpretabilityplatform #NeuralNetworks #news

“Enhancing AI Interpretability: Introducing Thought Anchors for Large Language Models” #AIInterpretability #ThoughtAnchors #LargeLanguageModels #AITransparency #HealthcareFinance itinai.com/enhancing-ai-i… Understanding how large language models (LLMs) reason and arrive at their …