Pith Number

pith:M64OZEI3

pith:2024:M64OZEI3DIIFATWWXFBO3MKQXJ

not attested not anchored not stored refs pending

The Causal Chambers: Real Physical Systems as a Testbed for AI Methodology

Jonas Peters, Juan L. Gamella, Peter B\"uhlmann

arxiv:2404.11341 v2 · 2024-04-17 · cs.AI · cs.LG · 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{M64OZEI3DIIFATWWXFBO3MKQXJ}

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

Harnessing Generalist Agents for Contextualized Time Series

Receipt and verification

First computed	2026-07-05T08:59:08.463625Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

67b8ec911b1a10504ed6b942edb150ba588d8dd294963b3628ab8ee14f09370c

Aliases

arxiv: 2404.11341 · arxiv_version: 2404.11341v2 · doi: 10.48550/arxiv.2404.11341 · pith_short_12: M64OZEI3DIIF · pith_short_16: M64OZEI3DIIFATWW · pith_short_8: M64OZEI3

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/M64OZEI3DIIFATWWXFBO3MKQXJ \
  | 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: 67b8ec911b1a10504ed6b942edb150ba588d8dd294963b3628ab8ee14f09370c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "08893d770f18d868bc42dda2851ed04914be2c984dfbbd56fffc5a36cb0c0049",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-04-17T13:00:52Z",
    "title_canon_sha256": "4ce151be39308a5e771f2ec4d1cb45a320cb91d4b5a9782782b7f66e904ce7bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.11341",
    "kind": "arxiv",
    "version": 2
  }
}