Pith Number

pith:F5NNUZKP

pith:2016:F5NNUZKPI4Q2G4GISXDSO5TIF5

not attested not anchored not stored refs pending

Increasing the Interpretability of Recurrent Neural Networks Using Hidden Markov Models

Finale Doshi-Velez, Viktoriya Krakovna

arxiv:1611.05934 v1 · 2016-11-18 · stat.ML · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F5NNUZKPI4Q2G4GISXDSO5TIF5}

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	2026-05-18T00:57:43.437032Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f5ada654f4721a370c895c72776682f405ac9da08652d47cd7635506749a28c

Aliases

arxiv: 1611.05934 · arxiv_version: 1611.05934v1 · doi: 10.48550/arxiv.1611.05934 · pith_short_12: F5NNUZKPI4Q2 · pith_short_16: F5NNUZKPI4Q2G4GI · pith_short_8: F5NNUZKP

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/F5NNUZKPI4Q2G4GISXDSO5TIF5 \
  | 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: 2f5ada654f4721a370c895c72776682f405ac9da08652d47cd7635506749a28c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2319a335778bb4ce34b2ac793156e9521edb7681b60e07f98b55f8e5133abc3d",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-11-18T00:13:32Z",
    "title_canon_sha256": "5db02bf400f20feb99cf3cfe6fa3e8f73087e0b53cb093008e12a0a81a7c0701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1611.05934",
    "kind": "arxiv",
    "version": 1
  }
}