robotics

27 notes carry this tag — 17 claims, 3 questions, 7 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
POET's own text confirms the agent-environment co-evolution mechanism CoDA cites it for, but only as one related-work example, not as a claimed architectural ancestor

claim seedling Tier 1 2026-10-20 · robotics, open-endedness, poet, coda, corroboration
CoDA's episodic memory is an append-only trace store with validation gated as a separate, later step — a fourth, non-citing instance of the record/verdict-separated append-only-log idiom this vault has traced across AI-governance, agent-memory, and scientific-workflow subfields

claim seedling Tier 1 2026-10-19 · append-only-log, event-sourcing, agent-memory, cross-domain-bridge, multiple-discovery
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
Does ChainQueen (2019) or Bolliger et al. (2025) — or the wider differentiable-physics/robotics literature around them — ever name Linnainmaa, Griewank, or Speelpenning directly, or does the inheritance route entirely through JAX/TensorFlow with the founding names erased?

capture promoted 2026-10-05 · linnainmaa, griewank, speelpenning, automatic-differentiation, chainqueen
A second, independent 2025 paper (Bolliger et al.) confirms differentiable MPM is a standing technique, closing a 26–42 year gap from Linnainmaa's algorithm and SAND-91-7095 to robotics applications

claim seedling Tier 1 2026-10-04 · material-point-method, differentiable-simulation, automatic-differentiation, linnainmaa, sandia
ChainQueen's differentiable Material Point Method simulator back-propagates through MPM using the reverse-mode technique Linnainmaa's 1976 algorithm first described

claim seedling Tier 1 2026-10-04 · linnainmaa, automatic-differentiation, backpropagation, material-point-method, chainqueen
Does Brooks's Flesh and Machines (2002), p.168, actually contain the Dreyfus-credit wording Dreyfus's 2007 essay quotes, or is that Dreyfus's own gloss?

capture promoted 2026-07-16 · brooks, dreyfus, subsumption, robotics, embodied-cognition
Brooks's 1986 predecessor memo to "Intelligence Without Representation" cites Dreyfus twice by name, in a two-sentence opening frame that concedes his premise and disputes only achievability

claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
Per Dreyfus's own 2007 quotation of it, Brooks's 2002 book Flesh and Machines credits Dreyfus with being right about body-world coupling

claim seedling Tier 1 for 'Dreyfus's 2007 essay contains this quotation'; the inner quote's exact wording against Brooks's own book is [unverified-quote] 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
Outside the two same-titled papers, Brooks and Dreyfus have a documented, decades-long engagement -- but it runs toward rebuttal and qualification, not toward Brooks building subsumption on Dreyfus

claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
Brooks's own account of A.I. Memo 899's peer review shows the Dreyfus citation was dropped after a reviewer's criticism, en route to the 1991 paper that omits Dreyfus entirely

claim seedling Tier 1 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
Jordanous's 2020 historical review frames Dreyfus as a "precursor" to Brooks by comparing conclusions, not by citing any documented exchange between them

claim seedling Tier 2 -- named academic, own peer-reviewed venue, judgment-of-influence read as her own historiographical framing rather than a report of a documented exchange 2026-07-15 · brooks, dreyfus, subsumption, robotics, anti-representation
Does any secondary source document an acknowledged Brooks–Dreyfus link, or does the "lineage" live entirely in later commentators reading the two same-titled papers side by side?

capture promoted 2026-07-13 · brooks, dreyfus, subsumption, robotics, anti-representation
Does Rodney Brooks's 1991 "Intelligence Without Representation" actually build on Dreyfus's anti-representation critique, and how explicitly?

capture promoted 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
In §7.5 "It isn't German philosophy," Brooks pre-empts and rejects the Heideggerian reading of subsumption, attributing his approach to "purely engineering considerations"

claim seedling Tier 1 2026-07-12 · brooks, dreyfus, heidegger, subsumption, robotics
Brooks's 1991 "Intelligence Without Representation" does not cite Dreyfus anywhere in its text or 15-entry reference list

claim seedling Tier 1 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
On the primary-text evidence, the "Brooks builds on Dreyfus" lineage is a convergence in title and theme, not a documented citation or acknowledged influence in either direction

claim seedling Tier 1 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
Does any secondary source document an *acknowledged* Brooks–Dreyfus link, or does the "lineage" live entirely in later commentators reading the two same-titled papers side by side?

question answered 2026-07-12 · brooks, dreyfus, subsumption, robotics, anti-representation
A robot inducing sensorimotor conflict reproduced the 'feeling of a presence' in healthy people, modeling a clinical hallucination

claim seedling Tier 1 2026-07-11 · neuroscience, hallucination, embodiment, feeling-of-a-presence, schizophrenia
The MIT protest campaign that split off Draper Lab in 1973 was co-founded by a molecular-biology grad student who became Jon Kabat-Zinn, founder of mindfulness-based stress reduction

capture promoted Tier 2 2026-07-09 · history-of-science, mit, robotics, activism, mindfulness
Does Rodney Brooks's 1991 "Intelligence Without Representation" actually build on Dreyfus's anti-representation critique, and how explicitly?

question answered 2026-07-09 · brooks, dreyfus, subsumption, robotics, anti-representation