Pith Number

pith:6QE4WGXL

pith:2026:6QE4WGXLCAMOKRZM2QW7NK34ZT

not attested not anchored not stored refs pending

Beyond One-Size-Fits-All: Diagnosis-Driven Online Reinforcement Learning with Offline Priors

Dacheng Tao, Guozheng Ma, Lu Li, Pierre-Luc Bacon, Zilin Wang

arxiv:2606.25527 v1 · 2026-06-24 · 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{6QE4WGXLCAMOKRZM2QW7NK34ZT}

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	2026-06-25T01:18:07.909262Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f409cb1aeb1018e5472cd42df6ab7cccf69ee3cc8c679fbfd9bfae5ee9a3f268

Aliases

arxiv: 2606.25527 · arxiv_version: 2606.25527v1 · doi: 10.48550/arxiv.2606.25527 · pith_short_12: 6QE4WGXLCAMO · pith_short_16: 6QE4WGXLCAMOKRZM · pith_short_8: 6QE4WGXL

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/6QE4WGXLCAMOKRZM2QW7NK34ZT \
  | 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: f409cb1aeb1018e5472cd42df6ab7cccf69ee3cc8c679fbfd9bfae5ee9a3f268

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f44319e7442763bdb5a1b17c728b8f3859cb4085d169eef031eedf301675a6e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-24T08:05:28Z",
    "title_canon_sha256": "4a9afece877cc4ff4299bb6c080c176c7d98da54e73943da48844d1fbdb552fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25527",
    "kind": "arxiv",
    "version": 1
  }
}