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  3. IEEE AICAS 2026 Grand Challenge - 端侧VLM推理FPGA软硬件系统设计赛道
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IEEE AICAS 2026 Grand Challenge - 端侧VLM推理FPGA软硬件系统设计赛道

A advanced llm competition requiring roughly 20–50 hours for an end-to-end practice run.

Difficulty
Advanced
Estimated effort
20–50 hours
Registration deadline
To be confirmed
Compute
Single GPU
OverviewPreparationSource

Overview

Who this competition fits

Learners comfortable reading Chinese problem statements who want industry or algorithm challenges on Tianchi.

Read the original official blurb
VLM正在改变人机交互,但在边缘端部署面临算力与功耗挑战。本赛道聚焦轻量化开源模型SmolVLM2,旨在利用FPGA硬件加速能力,在KV260平台上设计专用计算架构。通过软硬件协同优化,挖掘模型性能极限,为视觉语言模型在真实场景的落地提供高效的端侧解决方案。 Official category: AI Large Model Competition (AI大模型赛). Official tags: 大语言模型, 多模态. Teams entered: 205.

Preparation

From registration to a first submission

  1. 01

    Python basics

  2. 02

    Transformer or LLM workflow basics

  3. 03

    prompting or evaluation workflow

  4. 04

    competition submission workflow

Before you commit: Task framing, data access, and evaluation details live mainly on the official page and may require careful reading.

Source

How this page was assembled

Competition information is structured from the official page. Scores are platform estimates for decision support; official rules take precedence.

Official competition page
Tianchi
Last checked
Feb 2, 2026

Entry assessment

est.
22

Prepare before joining

Overall fit estimate

Beginner fit22/100
Learning value76/100

Confirm eligibility and time commitment before moving into formal preparation.

Entry eligibility needs official confirmation

Open official pageSign in to saveOpen guide

Timeline

Competition ends
Jun 6, 2026

Data and review state

Separate what is confirmed from what still needs review. Official rules and deadlines win.

View data stateClose
Source page verifiedMetric confirmedReviewed
Source published
Feb 2, 2026
Published on this site
Jul 18, 2026

Official metric is not published on the Tianchi competition listing; scoring rules should be verified on the competition page.

This record is a track under a Tianchi series competition; prize amounts may be series-level totals.