Pith Number

pith:HW7ZVUNP

pith:2022:HW7ZVUNP7CN5ZEUUV3XRENN2XM

not attested not anchored not stored refs pending

Agent-Controller Representations: Principled Offline RL with Rich Exogenous Information

Alex Lamb, Aniket Didolkar, Dipendra Misra, Harm van Seijen, Hongyu Zang, John Langford, Manan Tomar, Remi Tachet des Combes, Riashat Islam, Xin Li, Yonathan Efroni

arxiv:2211.00164 v2 · 2022-10-31 · cs.LG · cs.AI · cs.CV · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HW7ZVUNP7CN5ZEUUV3XRENN2XM}

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

Sensorimotor World Models: Perception for Action via Inverse Dynamics

Receipt and verification

First computed	2026-07-05T06:40:29.962158Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3dbf9ad1aff89bdc9294aeef1235babb3ef0afa0470aa4d13e9d2cdb3ba6b16c

Aliases

arxiv: 2211.00164 · arxiv_version: 2211.00164v2 · doi: 10.48550/arxiv.2211.00164 · pith_short_12: HW7ZVUNP7CN5 · pith_short_16: HW7ZVUNP7CN5ZEUU · pith_short_8: HW7ZVUNP

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/HW7ZVUNP7CN5ZEUUV3XRENN2XM \
  | 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: 3dbf9ad1aff89bdc9294aeef1235babb3ef0afa0470aa4d13e9d2cdb3ba6b16c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "850d15366a8b8855f2a29873fb6cf08a064aacacc9c895e2be8da86856cb3b52",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-31T22:12:48Z",
    "title_canon_sha256": "009fc7da59912e29b708178a14e4f75b0c3578487b9b08682af57abf757ffa92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.00164",
    "kind": "arxiv",
    "version": 2
  }
}