Pith Number

pith:UGAYKMZF

pith:2017:UGAYKMZFZDTY6FRK2SGRPAM3KD

not attested not anchored not stored refs pending

Chaos-guided Input Structuring for Improved Learning in Recurrent Neural Networks

Kaushik Roy, Priyadarshini Panda

arxiv:1712.09206 v3 · 2017-12-26 · q-bio.NC · cs.NE · physics.bio-ph

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UGAYKMZFZDTY6FRK2SGRPAM3KD}

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

Epigenetic feedback reshapes dynamical landscapes in gene regulatory networks

Receipt and verification

First computed	2026-05-18T00:23:07.924931Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a181853325c8e78f162ad48d17819b50c1cf04365bbe85ddc4978b03ac12f54e

Aliases

arxiv: 1712.09206 · arxiv_version: 1712.09206v3 · doi: 10.48550/arxiv.1712.09206 · pith_short_12: UGAYKMZFZDTY · pith_short_16: UGAYKMZFZDTY6FRK · pith_short_8: UGAYKMZF

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/UGAYKMZFZDTY6FRK2SGRPAM3KD \
  | 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: a181853325c8e78f162ad48d17819b50c1cf04365bbe85ddc4978b03ac12f54e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e80ae20de1e7bd25986b2971aef18ad5558fd1b97455507afaff3b7e4d338a1a",
    "cross_cats_sorted": [
      "cs.NE",
      "physics.bio-ph"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "q-bio.NC",
    "submitted_at": "2017-12-26T08:29:32Z",
    "title_canon_sha256": "83d932ecfd704d4c3db52cae027d8d82d9888317a7b5fad3c89c2b6f521b4eac"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1712.09206",
    "kind": "arxiv",
    "version": 3
  }
}