Pith Number

pith:QPVD6MT7

pith:2024:QPVD6MT7CWR45DLYB7XUCLZMJU

not attested not anchored not stored refs pending

Position: Lifetime tuning is incompatible with continual reinforcement learning

Adam White, Golnaz Mesbahi, Martha White, Olya Mastikhina, Parham Mohammad Panahi, Steven Tang

arxiv:2404.02113 v4 · 2024-04-02 · 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{QPVD6MT7CWR45DLYB7XUCLZMJU}

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	2026-07-05T11:50:26.568775Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

83ea3f327f15a3ce8d780fef412f2c4d1871bda7a641255d6ad9250c8f9d69db

Aliases

arxiv: 2404.02113 · arxiv_version: 2404.02113v4 · doi: 10.48550/arxiv.2404.02113 · pith_short_12: QPVD6MT7CWR4 · pith_short_16: QPVD6MT7CWR45DLY · pith_short_8: QPVD6MT7

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/QPVD6MT7CWR45DLYB7XUCLZMJU \
  | 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: 83ea3f327f15a3ce8d780fef412f2c4d1871bda7a641255d6ad9250c8f9d69db

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "106b6f21367ace976a709c4d22705cf7fedefd842b934e7c5ca5521f76371bda",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-02T17:13:22Z",
    "title_canon_sha256": "4dbfd2902f27b40444f05d53535db9e9eebc1333b4d91f2cc8a9d5bf3e6483af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.02113",
    "kind": "arxiv",
    "version": 4
  }
}