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Evidence record 14955 · automatically gathered

From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents

Recent work on LLM agents is shifting from external capability elicitation to capability internalization, enabling agents to retain useful skills without retrieval at inference time. On-policy self-distillation (OPSD) offers a promising direction, but many existing methods typically supervise students by scoring actions along student-generated trajectories. Such supervision has two limitations: teacher preferences are not validated by environment outcomes, and action-level scores underuse inform

Record details

Published: 30 July 2026
Source: arXiv
Category: Research
Topics: Regulation · Children & education · Agents & autonomy · Environment
Retrieved: 31 July 2026

source-onlyevidence status

These records share source-supplied organisations, an exact publisher byline, automatic topics or regions. The reason is shown on every link; related does not mean supporting, agreeing with or verifying this record.

Shared topic: Regulation · Shared topic: Children & education

Multi-Turn On-Policy Distillation with Prefix Replay

HuggingFace Daily Papers · 15 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

On-Policy and Off-Policy Learning for Large Action Spaces

arXiv cs.AI · 30 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Harness-G: A Graph-Structured Harness for Search Agents

HuggingFace Daily Papers · 29 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Eco3S: Complex Socio-Economic System Simulation via Agent-Based Models

arXiv · 29 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

MAGA: Multi-Platform Self-Fusion of GUI Agents via Structured Action Distillation

arXiv cs.AI · 31 July 2026

Shared topic: Regulation · Shared topic: Agents & autonomy

Beyond Component Testing: Validating Agentic AI Systems

arXiv cs.AI · 31 July 2026

How to cite this record

ethics.ai (30 July 2026), “From Scoring to Acting: Outcome-Verified Comparative Self-Distillation for LLM Agents,” evidence record 14955, https://ethics.ai/record/14955 (originally published by arXiv).

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