Papers

• SkillOpt-Lite: Better and Faster Agent Self-evolution via One Line of Vibe (2026)
  Yifei Shen et al.
  2.00
• DrugGen 2: A disease-aware language model for enhancing drug discovery (2026)
  Ali Motahharynia et al.
  2.00
• FastKernels: Benchmarking GPU Kernel Generation in Production (2026)
  Gabriele Oliaro et al.
  1.94
• OmniOpt: Taxonomy, Geometry, and Benchmarking of Modern Optimizers (2026)
  Siyuan Li et al.
  1.94
• UP: Unbounded Positive Asymmetric Optimization for Breaking the Exploration-Stability Dilemma (2026)
  Chongyu Fan et al.
  1.94
• Proxy Exploration and Reusable Guidance: A Modular LLM Post-Training Paradigm via Proxy-Guided Update Signals (2026)
  Daocheng Fu et al.
  1.94
• ShortOPD: Recovering Pruned LLMs with Short-to-Long On-Policy Distillation (2026)
  Qingyu Zhang et al.
  1.94
• Group Entropy-Controlled Policy Optimization (2026)
  Guangran Cheng et al.
  1.94
• Nanbeige4.1-3B: A Small General Model that Reasons, Aligns, and Acts (2026)
  Chen Yang et al.
  1.72
• Benchmarking Optimizers for Large Language Model Pretraining (2025)
  Andrei Semenov et al.
  1.44
• SimPER: A Minimalist Approach to Preference Alignment without Hyperparameters (2025)
  Teng Xiao et al.
  1.06
• Neur2SP: Neural Two-Stage Stochastic Programming (2022)
  Justin Dumouchelle et al.
  —
• An Efficient Unsupervised Framework for Convex Quadratic Programs via Deep Unrolling (2024)
  Linxin Yang et al.
  —
• Step-DPO: Step-wise Preference Optimization for Long-chain Reasoning of LLMs (2024)
  Xin Lai et al.
  —