Pith. sign in
Pith Number

pith:MV2KCLBP

pith:2025:MV2KCLBPYMRGJPXTYY52DHMVEQ
not attested not anchored not stored refs pending

Situational-Constrained Sequential Resources Allocation via Reinforcement Learning

Jiamou Liu, Kaiqi Zhao, Libo Zhang, Toru Takisaka, Weidong Li, Yang Chen

arxiv:2506.14125 v1 · 2025-06-17 · cs.AI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MV2KCLBPYMRGJPXTYY52DHMVEQ}

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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 2026-07-05T11:22:49.555658Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

6574a12c2fc32264bef3c63ba19d95241e0655439ddeb81febc082ccb7183e9b

Aliases

arxiv: 2506.14125 · arxiv_version: 2506.14125v1 · doi: 10.48550/arxiv.2506.14125 · pith_short_12: MV2KCLBPYMRG · pith_short_16: MV2KCLBPYMRGJPXT · pith_short_8: MV2KCLBP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MV2KCLBPYMRGJPXTYY52DHMVEQ \
  | 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: 6574a12c2fc32264bef3c63ba19d95241e0655439ddeb81febc082ccb7183e9b
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "e1d5b26a65d42148dd6034fde04908bd2e60f7aa5a767703683fceab33bbcc05",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-06-17T02:40:49Z",
    "title_canon_sha256": "7dc522856f75f9c2190104bdbdefcfea0b618d4d92364385aef3b32e3c7a1d43"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.14125",
    "kind": "arxiv",
    "version": 1
  }
}