Multimodal unlearning · ECCV 2026

Genμ 2.0

Call for submissions

Challenge open. Final submission deadline: . Evaluation and results declaration: .
Challenge open · Call for submissions

How the 2026 challenge is structured

Teams can work on the Face Unlearning Track, the Speech Unlearning Track, the legacy concept benchmark, or all three. The challenge is built around forgetting the target without damaging the surrounding capability of the generator.

The challenge is open. Final submissions are due 10 July 2026; evaluation and results declaration are scheduled for 25 July 2026. Submit through the Google Form for the selected track. Each form requires a shareable drive link to the submitted weights or checkpoint, a GitHub repository with the complete code, and full testing instructions. Any accessible cloud-storage provider may be used.
StatusChallenge open — submissions are being accepted now.
Final submission
Evaluation & results

Track summary

Task 1

Face Unlearning

Model-agnostic face identity unlearning using CelebA and, where applicable, FFHQ. Participants may use any suitable model and must report the exact checkpoint.

Task 2

Speech Unlearning

Model-agnostic speaker identity unlearning using LibriTTS / LibriTTS-R. Any compatible TTS or voice-cloning model may be used.

Task 3

Concept Unlearning

The retained concept-unlearning benchmark with the published ESD, CA, FMN, and FADE baselines.

Paper submission and challenge report

Regular workshop paper

Teams may submit a separate paper describing their method to the U&ME Workshop through regular peer review by 9 July 2026. This can be done in parallel with the challenge artifact submission due on 10 July.

Competition report

The two highest-ranked eligible teams will be invited to co-author the Genμ 2.0 competition report. Eligibility requires both a top-two finish and a score above the relevant official track baseline. The report will be prepared after evaluation for the workshop camera-ready stage.

Required submission package

A submission is complete only when all three components below are accessible for evaluation.

Drive link

  • Final unlearned checkpoint, weights, or adapter
  • Any accessible cloud-storage provider may be used
  • Download permission must be enabled for evaluation
  • Use clear filenames and include any required configuration files

GitHub repository

  • Complete unlearning/training code
  • Inference and evaluation entry points
  • Environment or dependency file
  • Exact commit hash or release tag

Testing instructions

  • Installation and data preparation
  • Exact commands to reproduce outputs
  • Hardware and runtime requirements
  • Expected output structure and troubleshooting notes
Access check: please verify before submitting that every weights and repository link opens correctly and has the required download permissions.

Revision policy

Revisions are accepted until 10 July 2026. Submit the same track form again and identify it as a revision; the latest complete response received before the deadline is treated as the official submission for that team and track.

Track submission forms

Use one form per track. Teams entering multiple tracks must submit the corresponding form separately for each track.

Task 1 · Face

Submit model details, CelebA/FFHQ validation results, weights link, GitHub code, and testing instructions.

Face Track Google Form — link pending

Task 2 · Speech

Submit model details, LibriTTS validation results, weights link, GitHub code, and testing instructions.

Speech Track Google Form — link pending

Task 3 · Concept

Submit method details, benchmark outputs, weights link, GitHub code, and testing instructions.

Concept Track Google Form — link pending

For any submission-related query, contact genmu.challenge.2025@gmail.com.

Site administrators: add the three published Google Form URLs once in submission-forms.js; every button on the site will update automatically.

Notes for participants

  • Face and speech model choice is open; the suggested Hugging Face checkpoints are optional starting points only.
  • Use the released public validation identity groups before submitting.
  • We evaluate submitted code and weights and update the website leaderboard as verified results become available.
  • Do not submit private credentials, access tokens, or datasets that cannot be legally shared.