Pith Number

pith:JE4Q3C4C

pith:2023:JE4Q3C4CAZXZDRXPQGC6SNOKC6

not attested not anchored not stored refs pending

Information Theoretically Optimal Sample Complexity of Learning Dynamical Directed Acyclic Graphs

Deepjyoti Deka, Mishfad Shaikh Veedu, Murti V. Salapaka

arxiv:2308.16859 v2 · 2023-08-31 · stat.ML · cs.LG · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JE4Q3C4CAZXZDRXPQGC6SNOKC6}

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

Intervention-Based Time Series Causal Discovery via Simulator-Generated Interventional Distributions

Receipt and verification

First computed	2026-07-05T08:02:45.754228Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49390d8b82066f91c6ef8185e935ca17bce576ab66cd5cdac4fdd4948449ebd3

Aliases

arxiv: 2308.16859 · arxiv_version: 2308.16859v2 · doi: 10.48550/arxiv.2308.16859 · pith_short_12: JE4Q3C4CAZXZ · pith_short_16: JE4Q3C4CAZXZDRXP · pith_short_8: JE4Q3C4C

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/JE4Q3C4CAZXZDRXPQGC6SNOKC6 \
  | 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: 49390d8b82066f91c6ef8185e935ca17bce576ab66cd5cdac4fdd4948449ebd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d5cc73269a78c906d7f4bf06d333f230d9b338067698cddd0d63759ec26dd7fb",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-08-31T17:03:34Z",
    "title_canon_sha256": "102127645591234d22e83c39dd050d3e93dcd7d89c69edb82939745bb3826935"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.16859",
    "kind": "arxiv",
    "version": 2
  }
}