Pith Number

pith:AGW2DJ42

pith:2021:AGW2DJ42H66KGMGPSLCP54TS7J

not attested not anchored not stored refs pending

Using Meta Reinforcement Learning to Bridge the Gap between Simulation and Experiment in Energy Demand Response

Costas Spanos, Doseok Jang, Lucas Spangher, Manan Khattar, Utkarsha Agwan

arxiv:2104.14670 v2 · 2021-04-29 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AGW2DJ42H66KGMGPSLCP54TS7J}

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	2026-07-05T03:30:51.721637Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

01ada1a79a3fbca330cf92c4fef272fa512ebc14692c94794f967326c772a429

Aliases

arxiv: 2104.14670 · arxiv_version: 2104.14670v2 · doi: 10.48550/arxiv.2104.14670 · pith_short_12: AGW2DJ42H66K · pith_short_16: AGW2DJ42H66KGMGP · pith_short_8: AGW2DJ42

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/AGW2DJ42H66KGMGPSLCP54TS7J \
  | 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: 01ada1a79a3fbca330cf92c4fef272fa512ebc14692c94794f967326c772a429

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e8b0e3a7cf11dd909f6a031e51c659ba01236364b7c75b3371e2fe3e5938520e",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-04-29T21:55:04Z",
    "title_canon_sha256": "196ac6e7a17e9e913bb1153a262cf116805ada270d9dd05bd31cc3ed3a0da560"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.14670",
    "kind": "arxiv",
    "version": 2
  }
}