Pith Number

pith:7LV2POYQ

pith:2019:7LV2POYQKBZ7KQ5JWYNBNPUPBR

not attested not anchored not stored refs pending

Attending to Future Tokens For Bidirectional Sequence Generation

Bhushan Kotnis, Carolin Lawrence, Mathias Niepert

arxiv:1908.05915 v2 · 2019-08-16 · 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{7LV2POYQKBZ7KQ5JWYNBNPUPBR}

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	2026-07-05T00:05:13.529543Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

faeba7bb105073f543a9b61a16be8f0c664ae0f7ee6d21061fe9432530f2c3a4

Aliases

arxiv: 1908.05915 · arxiv_version: 1908.05915v2 · doi: 10.48550/arxiv.1908.05915 · pith_short_12: 7LV2POYQKBZ7 · pith_short_16: 7LV2POYQKBZ7KQ5J · pith_short_8: 7LV2POYQ

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/7LV2POYQKBZ7KQ5JWYNBNPUPBR \
  | 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: faeba7bb105073f543a9b61a16be8f0c664ae0f7ee6d21061fe9432530f2c3a4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5567ef9275d8f25f52e9411b664c668006aef24f681bc266a84411dc57b4be36",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2019-08-16T10:00:45Z",
    "title_canon_sha256": "2271fa3daa28317667355ea913e5e50e26d044e915ed109998e23401f0301437"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.05915",
    "kind": "arxiv",
    "version": 2
  }
}