Pith Number

pith:GPMSASKT

pith:2022:GPMSASKTXQMNO4O7UO7JDZVXJP

not attested not anchored not stored refs pending

Auto-Lambda: Disentangling Dynamic Task Relationships

Andrew J. Davison, Edward Johns, Shikun Liu, Stephen James

arxiv:2202.03091 v2 · 2022-02-07 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPMSASKTXQMNO4O7UO7JDZVXJP}

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	2026-07-05T04:28:30.671453Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33d9204953bc18d771dfa3be91e6b74bcb291dc6cf9688c85e6609ca6eecd441

Aliases

arxiv: 2202.03091 · arxiv_version: 2202.03091v2 · doi: 10.48550/arxiv.2202.03091 · pith_short_12: GPMSASKTXQMN · pith_short_16: GPMSASKTXQMNO4O7 · pith_short_8: GPMSASKT

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/GPMSASKTXQMNO4O7UO7JDZVXJP \
  | 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: 33d9204953bc18d771dfa3be91e6b74bcb291dc6cf9688c85e6609ca6eecd441

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e9f255de497288745afda342a588089e194f5fa52ca39c8c92f426a73b3c804b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-07T12:07:50Z",
    "title_canon_sha256": "b5e8071741edd61aadd680cc5141f24662bc5ec9e058847c8934b3cece804526"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.03091",
    "kind": "arxiv",
    "version": 2
  }
}