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liyifreddy/README.md

Yi Li

Robot learning, computer vision and industrial AI — representations and rigorous evaluation.

M.Sc. in Computer Science, TU Darmstadt · Darmstadt, Germany.
I'm looking for research roles in industry and PhD positions.

Research

More Structure, Not More Capacity: Object-Centric Representations for Visuomotor Imitation Learning
First author · RSS 2026 Workshop (non-archival) · OpenReview

Projects

Project Work
RARE26 Early neoplasia detection in Barrett's esophagus: frozen GastroNet backbone, a 4096-parameter closed-form readout and a CPU-only inference container. Technical report · DOI
NeurIPS 2026 RoboSyn Challenge Solo entrant; worked with ACT, vision-language-action models and world-action models. Three PRs merged into EmbodiChain.

Open source

I built these tools while running research experiments with coding agents:

  • wombat-gate: queues Git commits from sessions sharing a working tree, with each commit limited to named paths.
  • dingo-pack: schedules heavy jobs on one machine with memory limits, and saves and restores coding sessions after a crash.

Website · Google Scholar · LinkedIn · Hugging Face

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  1. rare26-frozen-readout rare26-frozen-readout Public

    RARE26 (MICCAI 2026 EndoVis): frozen GastroNet backbone, a 4096-parameter closed-form readout, CPU-only inference and a full technical report.

    Python