Pith Number

pith:UYWHWYML

pith:2025:UYWHWYML3CJH24EMRHJID2RY6X

not attested not anchored not stored refs pending

Scalable Fairness Shaping with LLM-Guided Multi-Agent Reinforcement Learning for Peer-to-Peer Electricity Markets

Akhtar Hussain, Birva Sevak, Shrenik Jadhav, Srijita Das, Van-Hai Bui, Wencong Su

arxiv:2508.18610 v1 · 2025-08-26 · eess.SY · cs.LG · cs.SY

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UYWHWYML3CJH24EMRHJID2RY6X}

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	2026-07-05T11:59:27.717869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a62c7b618bd8927d708c89d281ea38f5ebda45c7cf66197be3da83996eda10c3

Aliases

arxiv: 2508.18610 · arxiv_version: 2508.18610v1 · doi: 10.48550/arxiv.2508.18610 · pith_short_12: UYWHWYML3CJH · pith_short_16: UYWHWYML3CJH24EM · pith_short_8: UYWHWYML

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/UYWHWYML3CJH24EMRHJID2RY6X \
  | 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: a62c7b618bd8927d708c89d281ea38f5ebda45c7cf66197be3da83996eda10c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83b9d5031853ef56a6b32bc9eeeb8ca3afaf2261c0166994fc71f611aa2298fb",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-08-26T02:25:17Z",
    "title_canon_sha256": "032287c228da8331970526b9162ab4ad1691030a987282216435a31ea29f2e57"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.18610",
    "kind": "arxiv",
    "version": 1
  }
}