Pith Number

pith:EHLFF72P

pith:2025:EHLFF72PBVDFSGI72ZWKXLE2MX

not attested not anchored not stored refs pending

Confounded Causal Imitation Learning with Instrumental Variables

Feng Xie, Libo Huang, Peng Wu, Shenglan Nie, Yan Zeng, Zhi Geng

arxiv:2507.17309 v1 · 2025-07-23 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EHLFF72PBVDFSGI72ZWKXLE2MX}

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.

Receipt and verification

First computed	2026-07-05T11:42:05.673043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

21d652ff4f0d4659191fd66cabac9a65fa1c707138482f80dd761554ef72a9b7

Aliases

arxiv: 2507.17309 · arxiv_version: 2507.17309v1 · doi: 10.48550/arxiv.2507.17309 · pith_short_12: EHLFF72PBVDF · pith_short_16: EHLFF72PBVDFSGI7 · pith_short_8: EHLFF72P

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/EHLFF72PBVDFSGI72ZWKXLE2MX \
  | 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: 21d652ff4f0d4659191fd66cabac9a65fa1c707138482f80dd761554ef72a9b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98eeccf13627a020d586266ce7b8ae30a54abfa1822a5a8f8bf9c59960a7bf93",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-23T08:23:34Z",
    "title_canon_sha256": "abc69cb0600e14bd2f03c2d9aa2d9457ff71fe5b4593519f132980addaaa5dbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.17309",
    "kind": "arxiv",
    "version": 1
  }
}