Mingjie Liu

ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration

The Invisible Leash? Why RLVR May or May Not Escape Its Origin

DLER: Doing Length pEnalty Right — Incentivizing More Intelligence per Token via Reinforcement Learning

BroRL: Scaling Reinforcement Learning via Broadened Exploration

TinyEye: Sharpening Visual Reasoning of Tiny Models with Offline Policy Optimization

Can LLMs Design Real Hardware? A New Benchmark for RTL Design and Verification Tasks

ProRL: Prolonged Reinforcement Learning Expands Reasoning Boundaries in Large Language Models

CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair

Nemotron-CORTEXA: Enhancing LLM Agents for Software Engineering Tasks via Improved Localization and Solution Diversity