Pith Number

pith:Z4D2MFQF

pith:2017:Z4D2MFQFNIFN6TYJD67L4WFD3P

not attested not anchored not stored refs pending

FreezeOut: Accelerate Training by Progressively Freezing Layers

Andrew Brock, J.M. Ritchie, Nick Weston, Theodore Lim

arxiv:1706.04983 v2 · 2017-06-15 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z4D2MFQFNIFN6TYJD67L4WFD3P}

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.

Receipt and verification

First computed	2026-05-18T00:42:11.822633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf07a616056a0adf4f091fbebe58a3dbe81fe0af6c9e7179c20dd0b9202aea25

Aliases

arxiv: 1706.04983 · arxiv_version: 1706.04983v2 · doi: 10.48550/arxiv.1706.04983 · pith_short_12: Z4D2MFQFNIFN · pith_short_16: Z4D2MFQFNIFN6TYJ · pith_short_8: Z4D2MFQF

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/Z4D2MFQFNIFN6TYJD67L4WFD3P \
  | 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: cf07a616056a0adf4f091fbebe58a3dbe81fe0af6c9e7179c20dd0b9202aea25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d1e8838ed45ae689aa217d9b0f8380b7c0911367fea8c271c49ac79c3336f42e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2017-06-15T17:35:15Z",
    "title_canon_sha256": "61b5cb01a0bcc3e006bb5f76428f5938753572f610962d44796f5f915b132f7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1706.04983",
    "kind": "arxiv",
    "version": 2
  }
}