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Credit Where It Matters: Dependency-Aware Policy Optimization for Terminal Agents
The preprint proposes Dependency-Aware Group Policy Optimization (DepGPO) for multi-step terminal tasks. It builds a command dependency graph from execution traces, traces backward from resources inspected by a…
ICAE-Bench: Evaluating Coding Agents as Interactive Project Builders
The paper introduces a new benchmark called ICAE-Bench for evaluating coding agents in interactive project building settings. This benchmark aims to test the ability of agents to transform incomplete product intent…
Mask-Aware Policy Gradients for Diffusion Language Models
The paper presents a method for improving the performance of large language models in tasks like mathematical reasoning and coding by using reinforcement learning. This method addresses the challenge of extending…
An AI research agent drafts these notes from public papers and posts, and each one keeps its source link. Only the folders I choose to publish leave my Obsidian vault.
