Pith Number

pith:EGBS3NGY

pith:2015:EGBS3NGYAT5XMJLNLTQF6F2POY

not attested not anchored not stored refs pending

Implementing a Bayes Filter in a Neural Circuit: The Case of Unknown Stimulus Dynamics

Sacha Sokoloski

arxiv:1512.07839 v4 · 2015-12-22 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EGBS3NGYAT5XMJLNLTQF6F2POY}

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	2026-07-05T11:44:36.643575Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21832db4d804fb76256d5ce05f174f76192ee4c666457471c3ed55e34711686b

Aliases

arxiv: 1512.07839 · arxiv_version: 1512.07839v4 · doi: 10.48550/arxiv.1512.07839 · pith_short_12: EGBS3NGYAT5X · pith_short_16: EGBS3NGYAT5XMJLN · pith_short_8: EGBS3NGY

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/EGBS3NGYAT5XMJLNLTQF6F2POY \
  | 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: 21832db4d804fb76256d5ce05f174f76192ee4c666457471c3ed55e34711686b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee6dd0ea7821e9e3fb0a201cfd117b270bb27cd2818e0787f9877e82b3242e66",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2015-12-22T14:52:14Z",
    "title_canon_sha256": "82f22916df433bdb76bff76a20af3073e0889f4d5a144559d9428f9673bb9511"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1512.07839",
    "kind": "arxiv",
    "version": 4
  }
}