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cs.LG2025
The Path Not Taken: RLVR Provably Learns Off the Principals
Hanqing Zhu, Zhenyu Zhang, Hanxian Huang +11
Reinforcement Learning with Verifiable Rewards (RLVR) reliably improves the reasoning performance of large language models, yet it appears to modify only a small fraction of parame…
cs.LG2025
GaLore 2: Large-Scale LLM Pre-Training by Gradient Low-Rank Projection
DiJia Su, Andrew Gu, Jane Xu +2
Large language models (LLMs) have revolutionized natural language understanding and generation but face significant memory bottlenecks during training. GaLore, Gradient Low-Rank Pr…