Pith Number

pith:TNGWUNZD

pith:2020:TNGWUNZDC4YI3RI63CGXIVLSPT

not attested not anchored not stored refs pending

R-FORCE: Robust Learning for Random Recurrent Neural Networks

Eli Shlizerman, Yang Zheng

arxiv:2003.11660 v2 · 2020-03-25 · cs.LG · cs.NE · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TNGWUNZDC4YI3RI63CGXIVLSPT}

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

1 paper in Pith

Hyperpruning: Efficient Search through Pruned Variants of Recurrent Neural Networks Leveraging Lyapunov Spectrum

Receipt and verification

First computed	2026-07-05T11:18:09.280270Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9b4d6a372317308dc51ed88d7455727ce2da65ab899705e6c66b31f394994b25

Aliases

arxiv: 2003.11660 · arxiv_version: 2003.11660v2 · doi: 10.48550/arxiv.2003.11660 · pith_short_12: TNGWUNZDC4YI · pith_short_16: TNGWUNZDC4YI3RI6 · pith_short_8: TNGWUNZD

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/TNGWUNZDC4YI3RI63CGXIVLSPT \
  | 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: 9b4d6a372317308dc51ed88d7455727ce2da65ab899705e6c66b31f394994b25

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48233edce67706ee881dc2c2ed38ca93343650d23250f3ea188ce0aa2b2ea0be",
    "cross_cats_sorted": [
      "cs.NE",
      "q-bio.NC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-25T22:08:03Z",
    "title_canon_sha256": "bea617f6087d4279afc4bea710625a3f9800a5a5816b6ab9ae81d6cd49c7b8fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.11660",
    "kind": "arxiv",
    "version": 2
  }
}