Results for "model-based"

114 results

Parameter Sharing Intermediate

Using same parameters across different parts of a model.

AI Economics & Strategy
Expressivity Intermediate

The range of functions a model can represent.

AI Economics & Strategy
Multi-Head Attention Intermediate

Allows model to attend to information from different subspaces simultaneously.

AI Economics & Strategy
Emergent Abilities Intermediate

Capabilities that appear only beyond certain model sizes.

AI Economics & Strategy
Scaling Laws Intermediate

Empirical laws linking model size, data, compute to performance.

AI Economics & Strategy
Audit Trail Intermediate

Logged record of model inputs, outputs, and decisions.

AI Economics & Strategy
Canary Tokens Intermediate

Detecting unauthorized model outputs or data leaks.

AI Economics & Strategy
Conditional Random Field Intermediate

Probabilistic graphical model for structured prediction.

Model Architectures
Factor Graph Intermediate

Graphical model expressing factorization of a probability distribution.

Model Architectures
Autoencoder Advanced

Model that compresses input into latent space and reconstructs it.

Diffusion & Generative Models
CLIP Intermediate

Joint vision-language model aligning images and text.

Computer Vision
ARIMA Intermediate

Classical statistical time-series model.

Time Series
Training Pipeline Intermediate

End-to-end process for model training.

MLOps & Infrastructure
Inference Pipeline Intermediate

Model execution path in production.

MLOps & Infrastructure
Shadow Deployment Intermediate

Running new model alongside production without user impact.

MLOps & Infrastructure
Prediction Drift Intermediate

Shift in model outputs.

MLOps & Infrastructure
Compute Scaling Intermediate

Increasing model capacity via compute.

AI Economics & Strategy
Training Cost Intermediate

Cost of model training.

AI Economics & Strategy
Specification Gaming Advanced

Model exploits poorly specified objectives.

AI Safety & Alignment
Value Misalignment Advanced

Model optimizes objectives misaligned with human values.

AI Safety & Alignment
Deceptive Alignment Advanced

Model behaves well during training but not deployment.

AI Safety & Alignment
Role Prompting Intro

Assigning a role or identity to the model.

Prompting & Instructions
Reflection Prompting Intro

Asking model to review and improve output.

Prompting & Instructions
Feedback Loop Collapse Intermediate

Model trained on its own outputs degrades quality.

Model Failure Modes
Spurious Correlation Intermediate

Model relies on irrelevant signals.

Model Failure Modes
Change Management Intermediate

Governance of model changes.

Governance & Ethics
Robust Control Intermediate

Control that remains stable under model uncertainty.

Foundations & Theory
Digital Twin Advanced

High-fidelity virtual model of a physical system.

Simulation & Sim-to-Real
Model Intermediate

A parameterized mapping from inputs to outputs; includes architecture + learned parameters.

Foundations & Theory
Autoregressive Model Intermediate

Generates sequences one token at a time, conditioning on past tokens.

Foundations & Theory