Pith Number

pith:YTSCSSKZ

pith:2021:YTSCSSKZOBUSH25DJYWJRYV2S2

not attested not anchored not stored refs pending

Application-Driven Learning: A Closed-Loop Prediction and Optimization Approach Applied to Dynamic Reserves and Demand Forecasting

Alexandre Street, Francisco D. Mu\~noz, Joaquim Dias Garcia, Tito Homem-de-Mello

arxiv:2102.13273 v5 · 2021-02-26 · math.OC · cs.LG · cs.SY · eess.SY · stat.ME · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YTSCSSKZOBUSH25DJYWJRYV2S2}

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	2026-07-05T08:04:53.521896Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c4e4294959706923eba34e2c98e2ba96962dae6b766bcffe392c4f3d1d3fd2cd

Aliases

arxiv: 2102.13273 · arxiv_version: 2102.13273v5 · doi: 10.48550/arxiv.2102.13273 · pith_short_12: YTSCSSKZOBUS · pith_short_16: YTSCSSKZOBUSH25D · pith_short_8: YTSCSSKZ

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/YTSCSSKZOBUSH25DJYWJRYV2S2 \
  | 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: c4e4294959706923eba34e2c98e2ba96962dae6b766bcffe392c4f3d1d3fd2cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e53f5f1129f97489f427aed8b6a32f1da1e9bc74206ec09f6feb781484a4516",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2021-02-26T02:43:28Z",
    "title_canon_sha256": "ed4459a30a17179dac21fdc8491efb5009c4b27715b1a3d28d1c6680c9b9da47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.13273",
    "kind": "arxiv",
    "version": 5
  }
}