Pith Number

pith:NSQJECDN

pith:2025:NSQJECDNSEXFMWYH2VYOT35TJ2

not attested not anchored not stored refs pending

Adaptive Exploration for Multi-Reward Multi-Policy Evaluation

Aldo Pacchiano, Alessio Russo

arxiv:2502.02516 v3 · 2025-02-04 · cs.LG · cs.AI · 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{NSQJECDNSEXFMWYH2VYOT35TJ2}

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	2026-07-05T11:54:44.105800Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ca092086d912e565b07d570e9efb34e98994b4d78b6a229ec7fdb339be7f7e3

Aliases

arxiv: 2502.02516 · arxiv_version: 2502.02516v3 · doi: 10.48550/arxiv.2502.02516 · pith_short_12: NSQJECDNSEXF · pith_short_16: NSQJECDNSEXFMWYH · pith_short_8: NSQJECDN

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/NSQJECDNSEXFMWYH2VYOT35TJ2 \
  | 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: 6ca092086d912e565b07d570e9efb34e98994b4d78b6a229ec7fdb339be7f7e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "941ba0c7a259d1fb885fe68066526876d114533a6141d800f8f16ed9a60a1242",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-04T17:35:51Z",
    "title_canon_sha256": "47961ac7e3b83c9de7e94b11510aee8b7b3c327bd81418b2b3fe3f21608cf020"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.02516",
    "kind": "arxiv",
    "version": 3
  }
}