QUAL: Quantile Alignment Improves Zero-Shot Time-Series Foundation Models

arXiv:2610.41100 · cs.AI · Submitted 2026-10-30 · Read on arXiv

cs.AI

Submitted: 2026-10-30

Updated: 2026-10-30

Terminology

• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 8 episodes

Related papers

• Multi-Objective Structured Pruning of LLMs for Latency and Model Size Optimization
• MAVEN-T: Reinforced Heterogeneous Distillation for Real-Time Multi-Agent Trajectory Prediction
• Model Discovery Agent: LLM-assisted Bayesian experiment design for data-efficient discovery of mechanistic world models
• Can We Trust Item Response Theory for AI Evaluation?
• Diagnosing Task Insensitivity in Language Agents
• Janus: a Playground for User-Involved Agentic Permission Management