Pith Number

pith:DMJQISQK

pith:2024:DMJQISQKZTPY5DHM4ISMPIGKCF

not attested not anchored not stored refs pending

Decision-Focused Forecasting: A Differentiable Multistage Optimisation Architecture

Egon Per\v{s}ak, Miguel F. Anjos

arxiv:2405.14719 v2 · 2024-05-23 · math.OC · cs.AI · 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{DMJQISQKZTPY5DHM4ISMPIGKCF}

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

Constraint-Aware Flow Matching: Decision Aligned End-to-End Training for Constrained Sampling

Receipt and verification

First computed	2026-07-05T11:10:45.890221Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1b13044a0accdf8e8cece224c7a0ca117ba3ad24f3ddad0aa7dab98bd03852c3

Aliases

arxiv: 2405.14719 · arxiv_version: 2405.14719v2 · doi: 10.48550/arxiv.2405.14719 · pith_short_12: DMJQISQKZTPY · pith_short_16: DMJQISQKZTPY5DHM · pith_short_8: DMJQISQK

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/DMJQISQKZTPY5DHM4ISMPIGKCF \
  | 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: 1b13044a0accdf8e8cece224c7a0ca117ba3ad24f3ddad0aa7dab98bd03852c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ec82de118d282a94ba3f27d82397662b70e6a039f0f7c90f475f82c73a4c02e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-05-23T15:48:46Z",
    "title_canon_sha256": "d2ba091efaf125aa42348020d4dd65a974da32da3b739bafda838c20602f4d75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.14719",
    "kind": "arxiv",
    "version": 2
  }
}