Pith Number

pith:7S5M46QU

pith:2016:7S5M46QU6CXWZTUOXAF5LTGDCV

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:1606.05320 v2 · 2016-06-16 · stat.ML · cs.CL · 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{7S5M46QU6CXWZTUOXAF5LTGDCV}

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	2026-05-18T01:03:32.458554Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fcbace7a14f0af6cce8eb80bd5ccc31569ae24f80b1be345683a23a603c58c01

Aliases

arxiv: 1606.05320 · arxiv_version: 1606.05320v2 · doi: 10.48550/arxiv.1606.05320 · pith_short_12: 7S5M46QU6CXW · pith_short_16: 7S5M46QU6CXWZTUO · pith_short_8: 7S5M46QU

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/7S5M46QU6CXWZTUOXAF5LTGDCV \
  | 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: fcbace7a14f0af6cce8eb80bd5ccc31569ae24f80b1be345683a23a603c58c01

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da30a020ea3738a833db0f9307ce71b43666192f3850a01af96f4f3dddc7fbc1",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2016-06-16T19:13:52Z",
    "title_canon_sha256": "5db02bf400f20feb99cf3cfe6fa3e8f73087e0b53cb093008e12a0a81a7c0701"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1606.05320",
    "kind": "arxiv",
    "version": 2
  }
}