Pith Number

pith:SVUDZPM7

pith:2024:SVUDZPM7Q7VPDGTGUWEFP2KXGS

not attested not anchored not stored refs pending

Decision Transformer vs. Decision Mamba: Analysing the Complexity of Sequential Decision Making in Atari Games

Ke Yan

arxiv:2412.00725 v1 · 2024-12-01 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SVUDZPM7Q7VPDGTGUWEFP2KXGS}

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	2026-07-05T09:42:46.356829Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95683cbd9f87eaf19a66a58857e957349688a9f32f762497be2662be378c3018

Aliases

arxiv: 2412.00725 · arxiv_version: 2412.00725v1 · doi: 10.48550/arxiv.2412.00725 · pith_short_12: SVUDZPM7Q7VP · pith_short_16: SVUDZPM7Q7VPDGTG · pith_short_8: SVUDZPM7

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/SVUDZPM7Q7VPDGTGUWEFP2KXGS \
  | 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: 95683cbd9f87eaf19a66a58857e957349688a9f32f762497be2662be378c3018

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c89871568754471f7a4cc5379ed010ca61268472b21f2d963374d2cc0862a568",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-01T08:37:10Z",
    "title_canon_sha256": "4570c6163d063864c52c9de628bdd67d13210a862357a2d350fa4c59a011b7ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.00725",
    "kind": "arxiv",
    "version": 1
  }
}