Pith Number

pith:6HLLENLN

pith:2021:6HLLENLNSKMRSVOL4QOG4ZS7LY

not attested not anchored not stored refs pending

Equinox: neural networks in JAX via callable PyTrees and filtered transformations

Cristian Garcia, Patrick Kidger

arxiv:2111.00254 v1 · 2021-10-30 · cs.LG · cs.PL

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\usepackage{pith}
\pithnumber{6HLLENLNSKMRSVOL4QOG4ZS7LY}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

11 papers in Pith

Provable Data Scaling Law for Meta Learning via Complexity Minimization

On the boundary cost of source-consistent warp shells

Learning partially observed systems with neural Hamiltonian ordinary differential equations

Convex Optimization for Alignment and Preference Learning on a Single GPU

Closed-form predictive coding via hierarchical Gaussian filters

Receipt and verification

First computed	2026-07-05T03:27:40.241860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f1d6b2356d92991955cbe41c6e665f5e03b82f93bbbff4dbd304b996ae977dd7

Aliases

arxiv: 2111.00254 · arxiv_version: 2111.00254v1 · doi: 10.48550/arxiv.2111.00254 · pith_short_12: 6HLLENLNSKMR · pith_short_16: 6HLLENLNSKMRSVOL · pith_short_8: 6HLLENLN

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/6HLLENLNSKMRSVOL4QOG4ZS7LY \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: f1d6b2356d92991955cbe41c6e665f5e03b82f93bbbff4dbd304b996ae977dd7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "96011fa028e52d1e1f3be78ce81fe4469da924a6203aa4fbaaa9fcdf65a05792",
    "cross_cats_sorted": [
      "cs.PL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-30T14:08:56Z",
    "title_canon_sha256": "dd24701a8698eccf28421344e96c59ebe779aecfffc9709e13c07b42a0ad58c1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.00254",
    "kind": "arxiv",
    "version": 1
  }
}