Shijie Wang

activity

20242026

most citedA Survey of Reinforcement Learning for Large Reasoning Models

2 citations · 4 across the 11 of their papers we have counts for

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cs.LG2026

WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement

Fangyuan Li, Pengfei Li, Shijie Wang +4

Recent progress in reinforcement learning with verifiable rewards (RLVR) offers a practical path to self-improvement of language models, but existing methods face a key trade-off:…

cs.LG2026

MARTI-MARS $^{2}$ : Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation

Shijie Wang, Pengfei Li, Yikun Fu +21

While the complex reasoning capability of Large Language Models (LLMs) has attracted significant attention, single-agent systems often encounter inherent performance ceilings in co…

WIST: Web-Grounded Iterative Self-Play Tree for Domain-Targeted Reasoning Improvement

MARTI-MARS2: Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation

MARTI-MARS $^{2}$ : Scaling Multi-Agent Self-Search via Reinforcement Learning for Code Generation