Papers
Deep, long-form breakdowns of recent research in AI, machine learning, security & programming languages.
Who Pays for the KV Cache? Attributing Shared AI Inference Spend Across Kubernetes and LLM Provider Bills
by Timothy Urista
Critical-State RL: Diagnosing Trainable States for Multi-Turn Tool Use
by Zixiang Chen, Wenting Zhao, Zhepeng Cen, Akshara Prabhakar, Jielin Qiu, Jianguo Zhang, Zhiwei Liu, Tulika Manoj Awalgaonkar, Liangwei Yang, Shelby Heinecke, Silvio Savarese, Huan Wang
onPanda: Efficient Annotation of On-Policy Alignment Data for LLMs and Agents via Token-Level Correction
by Lei Yang, Mengyin Liu, Jia Wang, Hangyu Guo, Liang Zhao, Zheng Ge, Kang An, Binxing Jiao, Qi Han, Daxin Jiang, Siqi Shen, Xiangyu Zhang
Residual Community Prototypes Under-Reject Held-Out Malware Families in FCG-MFD
by Junru Zhu, Yixin Yang, Xiaoqing Ding, Ruoyu Qi
LoRA-generating hypernetworks for efficient on-device LLM generative personalization
by Sean Augenstein, Li Ding, Jihwan Lee, Keith Rush, Andrey Zhmoginov
Harness-Zero: Harness Distillation via Agent-as-Harness
by Haoran Ye, Yuxing Lu, Haonan Dong, Zhaochen Su, Guojie Song
RRSI: Regularized Recursive Self-Improvement of Agent Harnesses
by Peng Xia, Rujun Han, Zifeng Wang, Yanfei Chen, Yufan Zhang, Yoonho Lee, Chengsong Huang, Han Yu, Zhongying CuiZhu, Yifei Ming, Huaxiu Yao, Burak Gokturk, Tomas Pfister, Chen-Yu Lee
Rare Event Estimation via Iterative Unalignment
by Hanming Yang, Daksh Mittal, Jing Dong, Hongseok Namkoong
Emergent Collusion in Long-Horizon LLM Agent Interaction
by Xinrui Shi, Yanzhe Zhang, Diyi Yang
Designer-RSI: Evolving Procedural Memory from User Traffic for Agentic Graphic Design
by Hongyang Du, Lan Yan, Christian Flores, Asim Kadav