Pith Number

pith:MTOTSMYL

pith:2024:MTOTSMYLG73LODFU5MEZAEQMEU

not attested not anchored not stored refs pending

Peer-to-Peer Energy Trading of Solar and Energy Storage: A Networked Multiagent Reinforcement Learning Approach

Andrew L. Liu, Chen Feng

arxiv:2401.13947 v3 · 2024-01-25 · eess.SY · cs.LG · cs.MA · 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{MTOTSMYLG73LODFU5MEZAEQMEU}

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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T09:17:36.818511Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

64dd39330b37f6b70cb4eb0990120c251003ae4fe792d4976ccc2b62ac1a7664

Aliases

arxiv: 2401.13947 · arxiv_version: 2401.13947v3 · doi: 10.48550/arxiv.2401.13947 · pith_short_12: MTOTSMYLG73L · pith_short_16: MTOTSMYLG73LODFU · pith_short_8: MTOTSMYL

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/MTOTSMYLG73LODFU5MEZAEQMEU \
  | 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: 64dd39330b37f6b70cb4eb0990120c251003ae4fe792d4976ccc2b62ac1a7664

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8fc9214fa5328863c0aca2a00dea0e9faf72388940464651b2c7a8018a3de3e8",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-01-25T05:05:55Z",
    "title_canon_sha256": "b3f3b62dc20ba2f8b93788ebd4458c212aaf63fcfbe43e5ac7382208c6eedf82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.13947",
    "kind": "arxiv",
    "version": 3
  }
}