Pith Number

pith:HAYFH6SQ

pith:2022:HAYFH6SQ3EK3QSEMRGCCFD3LII

not attested not anchored not stored refs pending

Zero-Shot Assistance in Sequential Decision Problems

Samuel Kaski, Sebastiaan De Peuter

arxiv:2202.07364 v3 · 2022-02-15 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HAYFH6SQ3EK3QSEMRGCCFD3LII}

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	2026-07-05T05:20:59.826094Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

383053fa50d915b8488c8984228f6b4231edb5c035c4285bd257af699c1df257

Aliases

arxiv: 2202.07364 · arxiv_version: 2202.07364v3 · doi: 10.48550/arxiv.2202.07364 · pith_short_12: HAYFH6SQ3EK3 · pith_short_16: HAYFH6SQ3EK3QSEM · pith_short_8: HAYFH6SQ

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/HAYFH6SQ3EK3QSEMRGCCFD3LII \
  | 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: 383053fa50d915b8488c8984228f6b4231edb5c035c4285bd257af699c1df257

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "670887be6a600aa03103f967a39eacba89fc500c4ea8e9f77aab1ad63210f26c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-15T12:45:42Z",
    "title_canon_sha256": "05555859d0e0298bfb2bafe59d5565873f482acccb75d4af643b1dcf8c2ef419"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.07364",
    "kind": "arxiv",
    "version": 3
  }
}