Pith Number

pith:T2LJMYQ7

pith:2026:T2LJMYQ7HAUAVPVDWW7QCNI5XK

not attested not anchored not stored refs pending

Zero-Shot Off-Policy Learning

Arip Asadulaev, Dmitry Dylov, Fakhri Karray, Maksim Bobrin, Martin Takac, Salem Lahlou

arxiv:2602.01962 v2 · 2026-02-02 · 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{T2LJMYQ7HAUAVPVDWW7QCNI5XK}

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.

Cited by

1 paper in Pith

Zero-shot adaptation to order book dynamics

Receipt and verification

First computed	2026-06-02T01:03:41.885492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e9696621f38280abea3b5bf01351dbabeddee6192f9c7771a45a5ddadf00278

Aliases

arxiv: 2602.01962 · arxiv_version: 2602.01962v2 · doi: 10.48550/arxiv.2602.01962 · pith_short_12: T2LJMYQ7HAUA · pith_short_16: T2LJMYQ7HAUAVPVD · pith_short_8: T2LJMYQ7

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/T2LJMYQ7HAUAVPVDWW7QCNI5XK \
  | 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: 9e9696621f38280abea3b5bf01351dbabeddee6192f9c7771a45a5ddadf00278

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4ca5826fc7b6dd1b9d7bbe967473a6410e88721ad6774a4fb8fa662c205aa11",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-02-02T11:06:31Z",
    "title_canon_sha256": "2fd7482d2d777af103abcc99bcf4b0e9021eca130f837302c79d48513307e298"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2602.01962",
    "kind": "arxiv",
    "version": 2
  }
}