Pith Number

pith:3BZYVR4H

pith:2025:3BZYVR4HCNDXQEYJXDLPNUWKM6

not attested not anchored not stored refs pending

Abstract Counterfactuals for Language Model Agents

David Watson, Edoardo Pona, Milad Kazemi, Nicola Paoletti, Yali Du

arxiv:2506.02946 v1 · 2025-06-03 · 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{3BZYVR4HCNDXQEYJXDLPNUWKM6}

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

Robust Counterfactual Inference in Markov Decision Processes

Receipt and verification

First computed	2026-07-05T11:15:12.361859Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d8738ac7871347781309b8d6f6d2ca67b0ebaab72207e35c95424a732cbd41fd

Aliases

arxiv: 2506.02946 · arxiv_version: 2506.02946v1 · doi: 10.48550/arxiv.2506.02946 · pith_short_12: 3BZYVR4HCNDX · pith_short_16: 3BZYVR4HCNDXQEYJ · pith_short_8: 3BZYVR4H

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/3BZYVR4HCNDXQEYJXDLPNUWKM6 \
  | 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: d8738ac7871347781309b8d6f6d2ca67b0ebaab72207e35c95424a732cbd41fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "256997a6252b33cc5e6ff6c522bb45f851e5b2b224a040d31a97c77591417f33",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T14:44:26Z",
    "title_canon_sha256": "9f3fa61eb0a5fd906221e1ff23180f5f666cc5706d67dc45bb38a93786991c20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02946",
    "kind": "arxiv",
    "version": 1
  }
}