Results for "cost control"

24 results

Optimal Control Intermediate

Finding control policies minimizing cumulative cost.

Foundations & Theory
Linear Quadratic Regulator Intermediate

Optimal control for linear systems with quadratic cost.

Foundations & Theory
Inference Cost Intermediate

Cost to run models in production.

AI Economics & Strategy
Training Cost Intermediate

Cost of model training.

AI Economics & Strategy
Closed-Loop Control Advanced

Control using real-time sensor feedback.

Robotics & Embodied AI
Open-Loop Control Advanced

Control without feedback after execution begins.

Robotics & Embodied AI
Robust Control Intermediate

Control that remains stable under model uncertainty.

Foundations & Theory
Active Learning Intermediate

Selecting the most informative samples to label (e.g., uncertainty sampling) to reduce labeling cost.

Foundations & Theory
Monitoring Intermediate

Observing model inputs/outputs, latency, cost, and quality over time to catch regressions and drift.

MLOps & Infrastructure
Throughput Intermediate

How many requests or tokens can be processed per unit time; affects scalability and cost.

Transformers & LLMs
Context Compression Intermediate

Techniques to handle longer documents without quadratic cost.

AI Economics & Strategy
Text-to-Speech Intermediate

Generating speech audio from text, with control over prosody, speaker identity, and style.

Speech & Audio AI
Robotics Advanced

Field combining mechanics, control, perception, and AI to build autonomous machines.

Robotics & Embodied AI
Controller Intermediate

Algorithm computing control actions.

Foundations & Theory
Policy Search Advanced

Directly optimizing control policies.

Reinforcement Learning
Shared Autonomy Frontier

Control shared between human and agent.

World Models & Cognition
Swarm Dynamics Advanced

Collective behavior without central control.

Dynamics & Physics
Power-Seeking Behavior Advanced

Tendency to gain control/resources.

AI Safety & Alignment
Cost Attribution Intermediate

Assigning AI costs to business units.

AI Economics & Strategy
Control Loop Advanced

Continuous loop adjusting actions based on state feedback.

Robotics & Embodied AI
Control Theory Intermediate

Mathematical framework for controlling dynamic systems.

Foundations & Theory
Model Predictive Control Intermediate

Optimizes future actions using a model of dynamics.

Foundations & Theory
Human-in-the-Loop Control Frontier

Humans assist or override autonomous behavior.

World Models & Cognition
Model Release Control Intermediate

Restricting distribution of powerful models.

Governance & Ethics