Pith Number

pith:ZTX643CA

pith:2015:ZTX643CAOFGDO5TSLO45WQIUSY

not attested not anchored not stored refs pending

Improving performance of recurrent neural network with relu nonlinearity

Aniket Vartak, Sachin S. Talathi

arxiv:1511.03771 v3 · 2015-11-12 · cs.NE · cs.LG

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

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

Improving the Performance and Learning Stability of Parallelizable RNNs Designed for Ultra-Low Power Applications

Receipt and verification

First computed	2026-05-18T01:12:00.268696Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ccefee6c40714c3776725bb9db41149623e6322068c103184f4cc018fa5254e5

Aliases

arxiv: 1511.03771 · arxiv_version: 1511.03771v3 · doi: 10.48550/arxiv.1511.03771 · pith_short_12: ZTX643CAOFGD · pith_short_16: ZTX643CAOFGDO5TS · pith_short_8: ZTX643CA

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/ZTX643CAOFGDO5TSLO45WQIUSY \
  | 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: ccefee6c40714c3776725bb9db41149623e6322068c103184f4cc018fa5254e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efd4f22732ebef86b7cc073170be05676dd6e9a278487c5abe647b1579ef5865",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.NE",
    "submitted_at": "2015-11-12T04:35:41Z",
    "title_canon_sha256": "5d9cb52098e32134de0341d459273b8f1a0ba40e7cd652e38d622c60bfdd8ea9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1511.03771",
    "kind": "arxiv",
    "version": 3
  }
}