Pith Number

pith:WYYWY7YW

pith:2023:WYYWY7YWS7IGPZP542MMQIUQ6F

not attested not anchored not stored refs pending

Provable Representation with Efficient Planning for Partial Observable Reinforcement Learning

Bo Dai, Chenjun Xiao, Dale Schuurmans, Hongming Zhang, Tongzheng Ren

arxiv:2311.12244 v3 · 2023-11-20 · 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{WYYWY7YWS7IGPZP542MMQIUQ6F}

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

Spectral Souping: A Unified Framework for Online Preference Alignment

Receipt and verification

First computed	2026-07-05T08:30:06.167739Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b6316c7f1697d067e5fde698c82290f17585b2ce284aeb8de9c4e86d8c77ca56

Aliases

arxiv: 2311.12244 · arxiv_version: 2311.12244v3 · doi: 10.48550/arxiv.2311.12244 · pith_short_12: WYYWY7YWS7IG · pith_short_16: WYYWY7YWS7IGPZP5 · pith_short_8: WYYWY7YW

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/WYYWY7YWS7IGPZP542MMQIUQ6F \
  | 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: b6316c7f1697d067e5fde698c82290f17585b2ce284aeb8de9c4e86d8c77ca56

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "81f4a48ef37e68411029320ff643a0b809dd862dfa984c1b5bde1d437d032517",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-20T23:56:58Z",
    "title_canon_sha256": "011c4d062b694918d689acfaf21487467a47e1429cd2df23fef0c3f55bc5bf74"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.12244",
    "kind": "arxiv",
    "version": 3
  }
}