AI Interpretability

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Subspace-Aware Sparse Autoencoders for Effective Mechanistic Interpretability

 🎯Alignment Research  Content type: Academic
arxiv.org·

The economics of speculative decoding

 🇨🇳Chinese AI  Content type: Blog

princezuda/-RequiemGPT-: Fully open source and open weights built and trained by fable five with one prompt. An experience in how AI actually works

 🧠Machine Learning  Content type: Code
github.com··Hacker News

Playing with Vision Embeddings

 🧠Machine Learning

Closure-Validated Circuit Discovery in Attention Heads: Co-activation Proposes, Ablation Disposes

 🎯Alignment Research  Content type: Academic
arxiv.org·

One Lens, Many Worlds : A Capability-Typed Interface for World-Model Interpretability

 Gemini  Content type: Academic
arxiv.org·

VFUSE: Virulent Feature Understanding with Sparse autoEncoders

 🎯Alignment Research  Content type: Academic
arxiv.org·

Trajectory Geometry of Transformer Representations Across Layers

 🎯Alignment Research  Content type: Academic
arxiv.org·

SAT-Physical Thermodynamic Framework: treating constraints as a thermal system

 🗣️Linguistics  Content type: Code
github.com··Hacker News

Interpreting and Steering a Text-to-Speech Language Model with Sparse Autoencoders

 🗣️Linguistics  Content type: Academic
arxiv.org·

Shared Semantics, Divergent Mechanisms: Unsupervised Feature Discovery by Aligning Semantics and Mechanisms

 🎯Alignment Research  Content type: Academic
arxiv.org·

Inside the Visual Mind: Neuroscience-Motivated Concept Circuits for Interpreting and Steering Vision Transformers

 🎯Alignment Research  Content type: Academic
arxiv.org·

Interactions Between Crosscoder Features: A Compact Proofs Perspective

 🎯Alignment Research  Content type: Academic
arxiv.org·

Ablation-Reversible Heads Don't Transfer: A Stress Test for Mechanistic Role Claims in Transformers

 🎯Alignment Research  Content type: Academic
arxiv.org·

When Attribution Patching Lies: Diagnosis and a Second-Order Correction

 🎯Alignment Research  Content type: Academic
arxiv.org·

Mechanistic Insights into Functional Sparsity in Multimodal LLMs via CoRe Heads

 🎯Alignment Research  Content type: Academic
arxiv.org·

A Geometric View for Understanding Concept Learning and Neuron Interpretation in Sparse Autoencoders

 🧠Machine Learning  Content type: Academic
arxiv.org·

Sparse Autoencoders Reveal Interpretable and Steerable Features in VLA Models

 Gemini  Content type: Academic
arxiv.org·

RowNet: A Memory Transformer for Tabular Regression

 🔢BitNet  Content type: Academic
arxiv.org·

From Rigid to Dynamic: Entropy-Guided Adaptive Inference for Long-Context LLMs

 🤖AI  Content type: Academic
arxiv.org·

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