4 papers
Graph-based Target Back-Propagation for Context Adaptation in Multi-LLM Agentic Systems
Tan Zhu, Tong Yao, Kananart Kuwaranancharoen +4
Context adaptation automates prompt engineering in LLM-based systems by iteratively revising tunable prompts from task feedback, without modifying model weights. Extending this par…
The Serial Scaling Hypothesis
Yuxi Liu, Konpat Preechakul, Kananart Kuwaranancharoen +1
While machine learning has advanced through massive parallelization, we identify a critical blind spot: some problems are fundamentally sequential. These "inherently serial" proble…
On the Geometric Convergence of Byzantine-Resilient Distributed Optimization Algorithms
Kananart Kuwaranancharoen, Shreyas Sundaram
The problem of designing distributed optimization algorithms that are resilient to Byzantine adversaries has received significant attention. For the Byzantine-resilient distributed…
The Minimizer of the Sum of Two Strongly Convex Functions
Kananart Kuwaranancharoen, Shreyas Sundaram
The optimization problem concerning the determination of the minimizer for the sum of convex functions holds significant importance in the realm of distributed and decentralized op…