CoFiRec: Coarse-to-Fine Tokenization for Generative Recommendation
从粗到细的层级化语义 Tokenization
Blogs
Principled Synthetic Data Enables the First Scaling Laws for LLMs in Recommendation
推荐系统中合成 (diverse) 数据对于 Scale 的重要性
Differentiable Semantic ID for Generative Recommendation
直接受推荐损失监督的 Tokenizer
Factorizing personalized Markov chains for next-basket recommendation
FPMC
Transformers Can Do Bayesian Inference
PFN: Prior-Data Fitted Networks
PAR$^2$-RAG: Planned Active Retrieval and Reasoning for Multi-Hop Question Answering
粗召回 & 细检索的多条 RAG 方案
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning
如何蒸馏图的推理路径
SWE-Bench Pro: Can AI Agents Solve Long-Horizon Software Engineering Tasks?
SWE-Bench Pro
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
GRPO: Group Relative Policy Optimization
Proximal Policy Optimization Algorithms
PPO