Pith Number

pith:TTJOULFN

pith:2021:TTJOULFN626M3VCAYXIJRXV2WT

not attested not anchored not stored refs pending

Decoupled Reinforcement Learning to Stabilise Intrinsically-Motivated Exploration

Filippos Christianos, Josiah P. Hanna, Lukas Sch\"afer, Stefano V. Albrecht

arxiv:2107.08966 v3 · 2021-07-19 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TTJOULFN626M3VCAYXIJRXV2WT}

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

Modularized Reinforcement Learning on LLMs: From MDP Creation to Exploration and Learning

Receipt and verification

First computed	2026-07-05T03:55:28.623455Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cd2ea2cadf6bccdd440c5d098debab4df3fba200035b89b527b85895a791f6d

Aliases

arxiv: 2107.08966 · arxiv_version: 2107.08966v3 · doi: 10.48550/arxiv.2107.08966 · pith_short_12: TTJOULFN626M · pith_short_16: TTJOULFN626M3VCA · pith_short_8: TTJOULFN

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/TTJOULFN626M3VCAYXIJRXV2WT \
  | 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: 9cd2ea2cadf6bccdd440c5d098debab4df3fba200035b89b527b85895a791f6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee6a9e69b8b7a079f6e72e8c11b82e38e69d1fbad2777bb6323b49b1d1bacd67",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-19T15:31:02Z",
    "title_canon_sha256": "31186a9d8c5fd8f4cfefe600e52eb502533f8d9160d7a8e3fd135c9d2bef7989"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.08966",
    "kind": "arxiv",
    "version": 3
  }
}