Roadmap

This roadmap is a snapshot of public development work on 4 September 2026. Open issues and pull requests describe directions, not delivery commitments. Check the linked GitHub item for its current status.

Active integration work¶

• IDEA end-to-end integration extends detector coverage.

• Learned-query set prediction explores a different way to construct output particles.

• Safer, resumable Hugging Face uploads improves dataset publication.

Near-term correctness and validation¶

• Batch and microbatch semantics aims to make training configuration easier to compare across scenarios.

• Target ownership for descendant tracks addresses training-target semantics.

• Simulation-aware evaluation tracks improvements to jet and target comparisons.

• CMS pileup labels and CMS ECAL cluster shapes track missing detector information.

• Single-particle monitoring and outlier studies improve diagnosis of reconstruction failures.

Longer-term research directions¶

• Common cross-detector datasets

• Linear attention

• State-space models

• Set-conditional generation

• Interactive public model inference

Documentation delivery¶

The detailed documentation work is tracked in issue #500. The intended order is:

1. Establish the site, onboarding, physics overview, capabilities, publications, and roadmap.

2. Document dataset download, generation, detector-specific processing, and data validation.

3. Document training, fine-tuning, distributed execution, physics validation, and ONNX validation.

4. Add generated reference material, troubleshooting, CI checks, and maintenance guidance.