Pith Number

pith:TFBUBL3R

pith:2024:TFBUBL3R2DPNQGK2F4V4ZVW2ZN

not attested not anchored not stored refs pending

Data-Incremental Continual Offline Reinforcement Learning

Donglin Wang, Sibo Gai

arxiv:2404.12639 v3 · 2024-04-19 · 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{TFBUBL3R2DPNQGK2F4V4ZVW2ZN}

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

Skill Expansion and Composition in Parameter Space

Receipt and verification

First computed	2026-07-05T09:49:42.238040Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

994340af71d0ded8195a2f2bccd6dacb744f06568d4d1c4f73d4c8d12491a3b9

Aliases

arxiv: 2404.12639 · arxiv_version: 2404.12639v3 · doi: 10.48550/arxiv.2404.12639 · pith_short_12: TFBUBL3R2DPN · pith_short_16: TFBUBL3R2DPNQGK2 · pith_short_8: TFBUBL3R

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/TFBUBL3R2DPNQGK2F4V4ZVW2ZN \
  | 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: 994340af71d0ded8195a2f2bccd6dacb744f06568d4d1c4f73d4c8d12491a3b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ea1047a947ad633e44e09f92af0d2782b256be2f1a86c5ddd2b4098395d47a7",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-19T05:45:43Z",
    "title_canon_sha256": "5bc13cec46323e21251b3efcec0fda499a10bdc834cdd8b55db193f8f43e04c9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.12639",
    "kind": "arxiv",
    "version": 3
  }
}