Pith Number

pith:BPZWB572

pith:2025:BPZWB572KDES7IGKI3FQEXWVTE

not attested not anchored not stored refs pending

Adaptive Data Exploitation in Deep Reinforcement Learning

Bo Li, Mingqi Yuan, Wenjun Zeng, Xin Jin

arxiv:2501.12620 v1 · 2025-01-22 · 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{BPZWB572KDES7IGKI3FQEXWVTE}

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	2026-07-05T10:03:55.829956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0bf360f7fa50c92fa0ca46cb025ed5991fb129fba4844ee741ab447304c49e31

Aliases

arxiv: 2501.12620 · arxiv_version: 2501.12620v1 · doi: 10.48550/arxiv.2501.12620 · pith_short_12: BPZWB572KDES · pith_short_16: BPZWB572KDES7IGK · pith_short_8: BPZWB572

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/BPZWB572KDES7IGKI3FQEXWVTE \
  | 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: 0bf360f7fa50c92fa0ca46cb025ed5991fb129fba4844ee741ab447304c49e31

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af8bb0f6fbce555e3809df5af104b7a98e5d9663b60dc017b7dd5fedbbf9d951",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-22T04:01:17Z",
    "title_canon_sha256": "d99ed3a1aacaaf1e55c47484c34b9601c91aa195495e8201cdec53950b8fbeca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.12620",
    "kind": "arxiv",
    "version": 1
  }
}