Pith Number

pith:DBSTFMLN

pith:2017:DBSTFMLNJCBW2F4DPZ4BMRSVJH

not attested not anchored not stored refs pending

Bridging the Gap Between Value and Policy Based Reinforcement Learning

Dale Schuurmans, Kelvin Xu, Mohammad Norouzi, Ofir Nachum

arxiv:1702.08892 v3 · 2017-02-28 · cs.AI · cs.LG · stat.ML

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

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

2 papers in Pith

Multi-Agent Decision-Focused Learning via Value-Aware Sequential Communication

Receipt and verification

First computed	2026-05-18T00:29:46.364059Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

186532b16d48836d17837e7816465549e195064f7942fdb98f9ceca69e8d87ea

Aliases

arxiv: 1702.08892 · arxiv_version: 1702.08892v3 · doi: 10.48550/arxiv.1702.08892 · pith_short_12: DBSTFMLNJCBW · pith_short_16: DBSTFMLNJCBW2F4D · pith_short_8: DBSTFMLN

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/DBSTFMLNJCBW2F4DPZ4BMRSVJH \
  | 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: 186532b16d48836d17837e7816465549e195064f7942fdb98f9ceca69e8d87ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0b848298bbeed206e6aad207ae753793ae9e4d1703a0b6dca393a1ea830631ee",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2017-02-28T18:06:15Z",
    "title_canon_sha256": "f6d653cf0884a1d721d5514f303319b7107fe7203e73440116e23f7ad20c433f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.08892",
    "kind": "arxiv",
    "version": 3
  }
}