Meta Reward Models

Learn to autonomously construct reward functions for arbitrary tasks, then instantiate RLVR loops — a meta-level system that figures out what to reward, not just how to optimize.

Published

March 6, 2026

Motivation

Why is this worth pursuing? What gap does it fill?

Core Idea

Describe the approach. Include equations, pseudocode, or diagrams as needed.

Open Questions

Potential Experiments

---
title: "Meta Reward Models"
description: "Learn to autonomously construct reward functions for arbitrary tasks, then instantiate RLVR loops — a meta-level system that figures out *what* to reward, not just *how* to optimize."
date: "2026-03-06"
categories: [rl]
status: "exploring"
---

## Motivation

Why is this worth pursuing? What gap does it fill?

## Core Idea

Describe the approach. Include equations, pseudocode, or diagrams as needed.

## Open Questions

-

## Potential Experiments

-

## Related Work

-