Transformers need glasses! Information Over-Squashing in Language Tasks
LLM Representational Collapse
2024
GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection
GaLore, 低秩空间中的梯度投影以及权重更新
MICROADAM: Accurate Adaptive Optimization with Low Space Overhead and Provable Convergence
MicroAdam, 通过梯度稀疏化以及 error compensation 实现轻量的优化器
Q-GaLore: Quantized GaLore with INT4 Projection and Layer-Adaptive Low-Rank Gradients
Q-GaLore, 对 GaLore 进一步施加低精度量化
Scaling Laws for Online Advertisement Retrieval
快手, 广告场景下的 Scaling Laws
EMR-MERGING: Tuning-Free High-Performance Model Merging
EMR-MERGING, 多任务权重合并技术
QARM: Quantitative Alignment Multi-Modal Recommendation at Kuaishou
QARM, 多模态推荐对齐与量化
Physics of Language Models: Part 3.1, Knowledge Storage and Extraction
探究 LLM 如何记忆和提取知识的实验性文章
Unifying Generative and Dense Retrieval for Sequential Recommendation
LIGER, 生成式检索的冷启动缺陷与解决方案
Collaborative Alignment for Recommendation
CARec, ID-Textual 特征对齐