Pith Number

pith:GCHLPNML

pith:2022:GCHLPNMLH64DQ3L6OQOU6ACEXE

not attested not anchored not stored refs pending

Learning to Learn with Generative Models of Neural Network Checkpoints

Alexei A. Efros, Ilija Radosavovic, Jitendra Malik, Tim Brooks, William Peebles

arxiv:2209.12892 v1 · 2022-09-26 · cs.LG · cs.CV

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GCHLPNMLH64DQ3L6OQOU6ACEXE}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

3 papers in Pith

Escaping Iterative Parameter-Space Noise: Differentially Private Learning with a Hypernetwork

Robotic Policy Adaptation via Weight-Space Meta-Learning

Scalable Diffusion Models with Transformers

Receipt and verification

First computed	2026-07-05T05:00:57.254182Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

308eb7b58b3fb8386d7e741d4f0044b912d13d0dec95dd0d553abe72818b00fe

Aliases

arxiv: 2209.12892 · arxiv_version: 2209.12892v1 · doi: 10.48550/arxiv.2209.12892 · pith_short_12: GCHLPNMLH64D · pith_short_16: GCHLPNMLH64DQ3L6 · pith_short_8: GCHLPNML

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/GCHLPNMLH64DQ3L6OQOU6ACEXE \
  | 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: 308eb7b58b3fb8386d7e741d4f0044b912d13d0dec95dd0d553abe72818b00fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b1d06b26eae19e3a8e17853d4933f3eb5bf6f018f791fca3e0930fe56d00fead",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-26T17:59:58Z",
    "title_canon_sha256": "aba860c0abf96090ef916c8978b1bf5188725ceb4da99a81634f657141806164"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12892",
    "kind": "arxiv",
    "version": 1
  }
}