Pith Number

pith:2JCTQL2L

pith:2024:2JCTQL2L2OY42CBG5PMTJW6JD4

not attested not anchored not stored refs pending

Exploration is Harder than Prediction: Cryptographically Separating Reinforcement Learning from Supervised Learning

Ankur Moitra, Dhruv Rohatgi, Noah Golowich

arxiv:2404.03774 v1 · 2024-04-04 · cs.LG · cs.CC · cs.CR · cs.DS

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2JCTQL2L2OY42CBG5PMTJW6JD4}

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

Provable Partially Observable Reinforcement Learning with Privileged Information

Receipt and verification

First computed	2026-07-05T08:04:41.145283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d245382f4bd3b1cd0826ebd934dbc91f03fa2ed286d675ee668ef9e23382f8fd

Aliases

arxiv: 2404.03774 · arxiv_version: 2404.03774v1 · doi: 10.48550/arxiv.2404.03774 · pith_short_12: 2JCTQL2L2OY4 · pith_short_16: 2JCTQL2L2OY42CBG · pith_short_8: 2JCTQL2L

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/2JCTQL2L2OY42CBG5PMTJW6JD4 \
  | 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: d245382f4bd3b1cd0826ebd934dbc91f03fa2ed286d675ee668ef9e23382f8fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1646997940282d530c7327147b9e1557b1030b03cd2c34f31f45980f2c13bfa2",
    "cross_cats_sorted": [
      "cs.CC",
      "cs.CR",
      "cs.DS"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-04T19:35:41Z",
    "title_canon_sha256": "d0d3997ebf51b139cf577da57bb68ef11ad88ea9857e5b8450a048b419e9fddc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.03774",
    "kind": "arxiv",
    "version": 1
  }
}