Academic

Academic

Academic · 약 1분

Optimsyn: Influence-Guided Rubrics Optimization for Synthetic Data Generation

arXiv:2604.00536v1 Announce Type: new Abstract: Large language models (LLMs) achieve strong downstream performance largely due to abundant supervised fine-tuning (SFT) data. However, high-quality SFT data …

Zhiting Fan, Ruizhe Chen, Tianxiang Hu, Ru Peng, Zenan Huang, Haokai Xu, Yixin Chen, Jian Wu, Junbo Zhao, Zuozhu Liu
조회수 79회
Academic · 약 1분

Improving Latent Generalization Using Test-time Compute

arXiv:2604.01430v1 Announce Type: new Abstract: Language Models (LMs) exhibit two distinct mechanisms for knowledge acquisition: in-weights learning (i.e., encoding information within the model weights) and …

Arslan Chaudhry, Sridhar Thiagarajan, Andrew Lampinen
조회수 58회
Academic · 약 1분

Soft MPCritic: Amortized Model Predictive Value Iteration

arXiv:2604.01477v1 Announce Type: new Abstract: Reinforcement learning (RL) and model predictive control (MPC) offer complementary strengths, yet combining them at scale remains computationally challenging. We …

Thomas Banker, Nathan P. Lawrence, Ali Mesbah
조회수 74회