Pith Number

pith:3GLMN7R6

pith:2022:3GLMN7R6E6LHRFKFSTOQ7SA7IQ

not attested not anchored not stored refs pending

Model-based Lifelong Reinforcement Learning with Bayesian Exploration

George Konidaris, Haotian Fu, Michael Littman, Shangqun Yu

arxiv:2210.11579 v1 · 2022-10-20 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3GLMN7R6E6LHRFKFSTOQ7SA7IQ}

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.

Receipt and verification

First computed	2026-07-05T05:08:55.182180Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d996c6fe3e279678954594dd0fc81f441ce7b0ba1207793706a050c72d6e80d8

Aliases

arxiv: 2210.11579 · arxiv_version: 2210.11579v1 · doi: 10.48550/arxiv.2210.11579 · pith_short_12: 3GLMN7R6E6LH · pith_short_16: 3GLMN7R6E6LHRFKF · pith_short_8: 3GLMN7R6

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/3GLMN7R6E6LHRFKFSTOQ7SA7IQ \
  | 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: d996c6fe3e279678954594dd0fc81f441ce7b0ba1207793706a050c72d6e80d8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "647fc37620e5d2b31d1448edbb068f3c8447470607f07302169aff3f56f4d939",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-20T20:40:47Z",
    "title_canon_sha256": "148e6d0299d4c7d43e18646e20cdc4ab620374982428659ff59f97fc67a6eed0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.11579",
    "kind": "arxiv",
    "version": 1
  }
}