Pith Number

pith:7R7PM4MI

pith:2022:7R7PM4MIATW4VNUEO2XJH23VMI

not attested not anchored not stored refs pending

Can Foundation Models Talk Causality?

Devendra Singh Dhami, Kristian Kersting, Matej Ze\v{c}evi\'c, Moritz Willig

arxiv:2206.10591 v2 · 2022-06-14 · cs.AI · cs.CL · 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{7R7PM4MIATW4VNUEO2XJH23VMI}

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

DTO: a Differentiable Training Objective for Effective Counterfactual Story Rewriting

Receipt and verification

First computed	2026-07-05T05:27:59.341084Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc7ef6718804edcab68476ae93eb75623d9a470a87a1cca3c26533b4997da4c1

Aliases

arxiv: 2206.10591 · arxiv_version: 2206.10591v2 · doi: 10.48550/arxiv.2206.10591 · pith_short_12: 7R7PM4MIATW4 · pith_short_16: 7R7PM4MIATW4VNUE · pith_short_8: 7R7PM4MI

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/7R7PM4MIATW4VNUEO2XJH23VMI \
  | 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: fc7ef6718804edcab68476ae93eb75623d9a470a87a1cca3c26533b4997da4c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6842cc33758aea505e072444c1f39856a027670b5a81cedd79ee369aad2cebc0",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2022-06-14T22:54:09Z",
    "title_canon_sha256": "dfd4ca857419c6d9a6b050311d04d19f0a6b15a2e2d245127216adb832d80145"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.10591",
    "kind": "arxiv",
    "version": 2
  }
}