Pith Number

pith:RPO4RDNE

pith:2022:RPO4RDNEEBTL7F4K3FPSXJ72YU

not attested not anchored not stored refs pending

Optimal Behavior Prior: Data-Efficient Human Models for Improved Human-AI Collaboration

Anca Dragan, Mesut Yang, Micah Carroll

arxiv:2211.01602 v2 · 2022-11-03 · cs.LG · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RPO4RDNEEBTL7F4K3FPSXJ72YU}

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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

Towards Robust Deep Reinforcement Learning against Environmental State Perturbation

Receipt and verification

First computed	2026-07-05T05:17:29.954714Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bddc88da42066bf978ad95f2ba7fac5032dd628100a5bf3ff73d0d152fb1fb1

Aliases

arxiv: 2211.01602 · arxiv_version: 2211.01602v2 · doi: 10.48550/arxiv.2211.01602 · pith_short_12: RPO4RDNEEBTL · pith_short_16: RPO4RDNEEBTL7F4K · pith_short_8: RPO4RDNE

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/RPO4RDNEEBTL7F4K3FPSXJ72YU \
  | 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: 8bddc88da42066bf978ad95f2ba7fac5032dd628100a5bf3ff73d0d152fb1fb1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b0f56b0e7d31605547155085b336d5c24cb2420dd4a0a7555f66489e565a18d2",
    "cross_cats_sorted": [
      "cs.HC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-03T06:10:22Z",
    "title_canon_sha256": "ff188ceee817f337cd5501c0a6360544f4916c00bc8e5bcbe93e4876a23e3d5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.01602",
    "kind": "arxiv",
    "version": 2
  }
}