Pith Number

pith:O5VMLO2E

pith:2016:O5VMLO2EYHFRT2IX7BLL4FCL5B

not attested not anchored not stored refs pending

An improved uncertainty decoding scheme with weighted samples for DNN-HMM hybrid systems

Christian Huemmer, Ram\'on Fern\'andez Astudillo, Walter Kellermann

arxiv:1609.02082 v1 · 2016-08-04 · cs.LG · cs.CL · cs.SD

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O5VMLO2EYHFRT2IX7BLL4FCL5B}

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	2026-05-18T01:05:09.200897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

776ac5bb44c1cb19e917f856be144be847505ef097b2391ea7e1b3a3589407da

Aliases

arxiv: 1609.02082 · arxiv_version: 1609.02082v1 · doi: 10.48550/arxiv.1609.02082 · pith_short_12: O5VMLO2EYHFR · pith_short_16: O5VMLO2EYHFRT2IX · pith_short_8: O5VMLO2E

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/O5VMLO2EYHFRT2IX7BLL4FCL5B \
  | 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: 776ac5bb44c1cb19e917f856be144be847505ef097b2391ea7e1b3a3589407da

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "62c867604a91bb315a3f98f221c34338d61362259a4029ce692e2cf0c86c4353",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.SD"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2016-08-04T10:11:24Z",
    "title_canon_sha256": "85132e6badbf0fa923af02354cb455ed80dee5f75718ce82ea87f94204655826"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1609.02082",
    "kind": "arxiv",
    "version": 1
  }
}