Pith Number

pith:NIQ46MKH

pith:2020:NIQ46MKHN4CSKVSA3FPLKM4YVX

not attested not anchored not stored refs pending

Multichannel Generative Language Model: Learning All Possible Factorizations Within and Across Channels

Harris Chan, Jamie Kiros, William Chan

arxiv:2010.04438 v1 · 2020-10-09 · cs.CL · 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{NIQ46MKHN4CSKVSA3FPLKM4YVX}

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	2026-07-05T01:41:37.661997Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6a21cf31476f05255640d95eb53398adc1a2c0874633f4a791abc83e08c558d8

Aliases

arxiv: 2010.04438 · arxiv_version: 2010.04438v1 · doi: 10.48550/arxiv.2010.04438 · pith_short_12: NIQ46MKHN4CS · pith_short_16: NIQ46MKHN4CSKVSA · pith_short_8: NIQ46MKH

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/NIQ46MKHN4CSKVSA3FPLKM4YVX \
  | 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: 6a21cf31476f05255640d95eb53398adc1a2c0874633f4a791abc83e08c558d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4dbc4a86cc9430730e5a0d4efcdb45d8977485a3a68f58059a0db3620059f8b",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2020-10-09T08:52:24Z",
    "title_canon_sha256": "fcf5691fe4cfd0f99e54d43fe47d1a673cc6e831e7113a3ec9e2d47a393fcc76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2010.04438",
    "kind": "arxiv",
    "version": 1
  }
}