Pith Number

pith:ESSXXWP3

pith:2019:ESSXXWP3ULWD3QKUSQZXD5BMGY

not attested not anchored not stored refs pending

State-Reification Networks: Improving Generalization by Modeling the Distribution of Hidden Representations

Alex Lamb, Anirudh Goyal, Denis Kazakov, Ioannis Mitliagkas, Jonathan Binas, Michael C. Mozer, Sandeep Subramanian, Yoshua Bengio

arxiv:1905.11382 v1 · 2019-05-26 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ESSXXWP3ULWD3QKUSQZXD5BMGY}

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	2026-05-17T23:44:53.508387Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24a57bd9fba2ec3dc154943371f42c36019b137067f7e5b492fc2852e82cc87c

Aliases

arxiv: 1905.11382 · arxiv_version: 1905.11382v1 · doi: 10.48550/arxiv.1905.11382 · pith_short_12: ESSXXWP3ULWD · pith_short_16: ESSXXWP3ULWD3QKU · pith_short_8: ESSXXWP3

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/ESSXXWP3ULWD3QKUSQZXD5BMGY \
  | 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: 24a57bd9fba2ec3dc154943371f42c36019b137067f7e5b492fc2852e82cc87c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ca2e53e48255065f1e8aba1121ed53f7d0d58f74c0ad3b5c0c2107207f2cab80",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-26T09:13:41Z",
    "title_canon_sha256": "9ffad2a7662f7e021537c3572b197dc1699ae0588bbcc08b3bcd8aba6fa79043"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.11382",
    "kind": "arxiv",
    "version": 1
  }
}