🔍 AI Interpretability - emschwartz · Scour

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

🛡️AI Safety Academic

Exploration of a DNA Sequencing Basecaller using Activation Patching

🛡️AI Safety

lesswrong.com·

The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics

🛡️AI Safety Academic

Sparse probes and murky physics: a case study of interpretability challenges in a foundation model for continuum dynamics

🛡️AI Safety Academic

Query Lens: Interpreting Sparse Key-Value Features with Indirect Effects

🕸️Sparse Embeddings Academic

Decoding Multimodal Cues: Unveiling the Implicit Meaning Behind Hateful Videos

🪄Prompt Engineering Academic

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

🎯Qdrant Academic

Unstable Features, Reproducible Subspaces: Understanding Seed Dependence in Sparse Autoencoders

🕸️Sparse Vectors Academic

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

📊Embeddings Academic

Bag of Dims: Training-Free Mechanistic Interpretability via Dimension-Level Sign Patterns

🤖AI Academic

ICA Lens: Interpreting Language Models Without Training Another Dictionary

🤖AI Academic

arxiv.org··Cited by 1 article

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

🛡️AI Safety Academic

Trajectory Geometry of Transformer Representations Across Layers

🦉Qwen Academic

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

🕸️Sparse Vectors Academic

VFUSE: Virulent Feature Understanding with Sparse autoEncoders

🆕New AI Academic

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

🛡️AI Safety Academic

Sparse Autoencoders Reveal Interpretable and Steerable Features in VLA Models

🕸️Sparse Vectors Academic

Interactions Between Crosscoder Features: A Compact Proofs Perspective

🛡️AI Safety Academic

Pre-Intervention Prediction of Sparse Autoencoder Steering Side Effects

🤖AI Academic

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

🧩MoE Academic

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