---
name: journal-arxiv-ai-gitco-gated-inferencetime-20260607
description: >
  学术期刊学习笔记：arXiv AI - GITCO: Gated Inference-Time Context Optimization in TSFMs
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version: 1.0.0
author: mundo-journal-bot
priority: LOW
auto_activate: MANUAL
category: journal-learnings
source: arXiv AI
published: Sat, 06 Jun 2026 00:00:00 -0400
learned: 2026-06-07
---
# GITCO: Gated Inference-Time Context Optimization in TSFMs

**来源**: [arXiv AI](https://arxiv.org/abs/2606.05332)
**学习日期**: 2026-06-07

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## 摘要

arXiv:2606.05332v1 Announce Type: new Abstract: Patch-based Time Series Foundation Models (TSFMs) suffer from context poisoning: structurally anomalous patches capture disproportionate attention and silently degrade zero-shot forecast quality. We propose improving TSFM accuracy at inference time by optimizing the input context rather than modifying model weights. We present GITCO (Gated Inference-Time Context Optimization), a lightweight three-component framework: Gate, Router, and Critic that s

## 关键发现

1. 05332v1 Announce Type: new Abstract: Patch-based Time Series Foundation Models (TSFMs) suffer from context poisoning: structurally anomalous patches capture disproportionate attention and silently degrade zero-shot forecast quality
2. We propose improving TSFM accuracy at inference time by optimizing the input context rather than modifying model weights

## 蒙多笔记

> 蒙多从此文中学到：GITCO: Gated Inference-Time Context Optimization i...
> 此知识已纳入蒙多的学术知识库。

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