Pith Number

pith:7K6RHFIN

pith:2025:7K6RHFINCJS74RMQXOUXYLXOJP

not attested not anchored not stored refs pending

Causal Policy Learning in Reinforcement Learning: Backdoor-Adjusted Soft Actor-Critic

Chien Lu, Haozhe Ma, Thanh Vinh Vo, Tze-Yun Leong, Young Lee

arxiv:2506.05445 v1 · 2025-06-05 · 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{7K6RHFINCJS74RMQXOUXYLXOJP}

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	2026-07-05T11:17:02.846790Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fabd13950d1265fe4590bba97c2eee4bc595ec25a3984913c1c84bf9ae335063

Aliases

arxiv: 2506.05445 · arxiv_version: 2506.05445v1 · doi: 10.48550/arxiv.2506.05445 · pith_short_12: 7K6RHFINCJS7 · pith_short_16: 7K6RHFINCJS74RMQ · pith_short_8: 7K6RHFIN

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/7K6RHFINCJS74RMQXOUXYLXOJP \
  | 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: fabd13950d1265fe4590bba97c2eee4bc595ec25a3984913c1c84bf9ae335063

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "490a06086f0bb93d155a76e969879807f2f4fd453ece3af00b65537d27b72d19",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-05T13:52:38Z",
    "title_canon_sha256": "c71b1f74224333cde8f4f81cc624abef639d8093bce8dadc1134854c30b259f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.05445",
    "kind": "arxiv",
    "version": 1
  }
}