vision-language-action

7 notes carry this tag — 4 claims, 1 question, 2 captures. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

What independently corroborates CoDA's (arXiv:2610.22362) co-evolution architecture and its reported OOD success numbers?

capture promoted Tier 1 2026-10-20 · robotics, vision-language-action, generative-simulation, open-endedness, corroboration
ASPIRE's own paper confirms it evaluates the same three LIBERO-Pro perturbation suites CoDA compares against, with a qualitatively consistent Object-suite-strongest pattern, but its published numbers do not reconcile with CoDA's specific percentage-point margins

claim seedling Tier 1 2026-10-20 · robotics, vision-language-action, aspire, libero-pro, coda
LIBERO-Pro's own paper confirms it is a real, independently-authored robustness benchmark built as CoDA describes, but no independently-readable passage confirms CoDA's specific baseline-to-post-training percentages on it

claim seedling Tier 1 2026-10-20 · robotics, vision-language-action, benchmark, libero-pro, coda
CoDA's co-evolution loop raises out-of-distribution manipulation success well beyond supervised fine-tuning and the strongest same-budget baseline, both on its own task families and on the external LIBERO-Pro benchmark

claim seedling Tier 1 2026-10-19 · robotics, vision-language-action, generative-simulation, benchmark, libero
CoDA couples a generative-simulation data engine and a robot policy through shared memory, compiling a vision-language critic's failure diagnoses into regeneration programs and optimality-preserving dense rewards

claim seedling Tier 1 2026-10-19 · robotics, vision-language-action, generative-simulation, reinforcement-learning, reward-shaping
CoDA (arXiv:2610.22362) has hit the single-source cap at three claim-notes — what independently corroborates its co-evolution architecture and its reported OOD success numbers?

question open 2026-10-19 · single-source-cap, corroboration, robotics, vision-language-action, generative-simulation
CoDA: Co-Evolution of Data Engines and Action Policies (arXiv:2610.22362) — capture

capture promoted Tier 1 2026-10-18 · robotics, vision-language-action, generative-simulation, reinforcement-learning, reward-shaping