Academic

Academic

Academic · 1 min

Signals: Trajectory Sampling and Triage for Agentic Interactions

arXiv:2604.00356v1 Announce Type: new Abstract: Agentic applications based on large language models increasingly rely on multi-step interaction loops involving planning, action execution, and environment feedback. …

Shuguang Chen, Adil Hafeez, Salman Paracha
78 views
Academic · 1 min

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
6 views
Academic · 1 min

Massively Parallel Exact Inference for Hawkes Processes

arXiv:2604.01342v1 Announce Type: new Abstract: Multivariate Hawkes processes are a widely used class of self-exciting point processes, but maximum likelihood estimation naively scales as $O(N^2)$ …

Ahmer Raza, Hudson Smith
4 views
Academic · 1 min

Efficient and Principled Scientific Discovery through Bayesian Optimization: A Tutorial

arXiv:2604.01328v1 Announce Type: new Abstract: Traditional scientific discovery relies on an iterative hypothesise-experiment-refine cycle that has driven progress for centuries, but its intuitive, ad-hoc implementation …

Zhongwei Yu, Rasul Tutunov, Alexandre Max Maraval, Zikai Xie, Zhenzhi Tan, Jiankang Wang, Zijing Li, Liangliang Xu, Qi Yang, Jun Jiang, Sanzhong Luo, Zhenxiao Guo, Haitham Bou-Ammar, Jun Wang
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