Pith Number

pith:FNFUNRZ7

pith:2024:FNFUNRZ7S2AVUKENGNUBX7PDCZ

not attested not anchored not stored refs pending

Statistical Guarantees for Lifelong Reinforcement Learning using PAC-Bayes Theory

Chris Chow, Eric Hanchen Jiang, Furong Huang, Han Liu, Haochen Zhang, Oscar Hernan Madrid Padilla, Yanchao Sun, Yasi Zhang, Yuchen Cui, Zhi Zhang

arxiv:2411.00401 v2 · 2024-11-01 · 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{FNFUNRZ7S2AVUKENGNUBX7PDCZ}

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	2026-07-05T11:03:53.389460Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b4b46c73f96815a288d33681bfde316618f76f5a46d3909a87a1fbc1e75afd1

Aliases

arxiv: 2411.00401 · arxiv_version: 2411.00401v2 · doi: 10.48550/arxiv.2411.00401 · pith_short_12: FNFUNRZ7S2AV · pith_short_16: FNFUNRZ7S2AVUKEN · pith_short_8: FNFUNRZ7

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/FNFUNRZ7S2AVUKENGNUBX7PDCZ \
  | 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: 2b4b46c73f96815a288d33681bfde316618f76f5a46d3909a87a1fbc1e75afd1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6f3f5636487705e24e63328d5b6477fad2626ecd796ce8c5caf7119f6a58729",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-01T07:01:28Z",
    "title_canon_sha256": "621fb219124f31f75158de11676033afb0b621f92fd4ef63d5cab1673649b15c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.00401",
    "kind": "arxiv",
    "version": 2
  }
}