Pith Number

pith:25RRRO6Z

pith:2024:25RRRO6ZOSINQ2MVEKVNQY3VI7

not attested not anchored not stored refs pending

A Behavior-Aware Approach for Deep Reinforcement Learning in Non-stationary Environments without Known Change Points

Guangquan Zhang, Jie Lu, Junyu Xuan, Zihe Liu

arxiv:2405.14214 v1 · 2024-05-23 · 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{25RRRO6ZOSINQ2MVEKVNQY3VI7}

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	2026-07-05T08:22:11.705490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d76318bbd97490d8699522aad8637547c60b9b2a4b21b6825f45ca3133dc53e6

Aliases

arxiv: 2405.14214 · arxiv_version: 2405.14214v1 · doi: 10.48550/arxiv.2405.14214 · pith_short_12: 25RRRO6ZOSIN · pith_short_16: 25RRRO6ZOSINQ2MV · pith_short_8: 25RRRO6Z

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/25RRRO6ZOSINQ2MVEKVNQY3VI7 \
  | 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: d76318bbd97490d8699522aad8637547c60b9b2a4b21b6825f45ca3133dc53e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8be47b07a5988ce03d6151b9f51080d7d5bda09d04075094668a74414bbb2304",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-23T06:17:26Z",
    "title_canon_sha256": "df19d013df30bcd57dc528d57170def10617eac3f16bf79de4c1e7b9c4b538e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14214",
    "kind": "arxiv",
    "version": 1
  }
}