Pith Number

pith:TXLL4D3T

pith:2024:TXLL4D3TIS5JYIS2FK3X5K64CP

not attested not anchored not stored refs pending

Tackling Data Corruption in Offline Reinforcement Learning via Sequence Modeling

Baoxiang Wang, Feng Luo, Jiawei Xu, Lei Han, Meng Fang, Rui Yang, Shuang Qiu

arxiv:2407.04285 v4 · 2024-07-05 · 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{TXLL4D3TIS5JYIS2FK3X5K64CP}

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	2026-07-05T10:22:01.842699Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9dd6be0f7344ba9c225a2ab77eabdc13c42171eab61d5208717119f42c786dc9

Aliases

arxiv: 2407.04285 · arxiv_version: 2407.04285v4 · doi: 10.48550/arxiv.2407.04285 · pith_short_12: TXLL4D3TIS5J · pith_short_16: TXLL4D3TIS5JYIS2 · pith_short_8: TXLL4D3T

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/TXLL4D3TIS5JYIS2FK3X5K64CP \
  | 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: 9dd6be0f7344ba9c225a2ab77eabdc13c42171eab61d5208717119f42c786dc9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d81788d1a3bf62418b9462820fc6ee3e777a9dd17c3a37218a0a6f4f1e8c5685",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-05T06:34:32Z",
    "title_canon_sha256": "08914516ecb9db4aa8b9a8dc7eee7f8619ff84dc93764db5363042800836de17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.04285",
    "kind": "arxiv",
    "version": 4
  }
}