Pith Number

pith:OQXQPQXN

pith:2025:OQXQPQXNHGTO77Z6VE255ZQLNQ

not attested not anchored not stored refs pending

Beyond the Known: Decision Making with Counterfactual Reasoning Decision Transformer

Hung Le, Linh Le Pham Van, Minh Hoang Nguyen, Sunil Gupta, Thommen George Karimpanal

arxiv:2505.09114 v1 · 2025-05-14 · cs.AI · 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{OQXQPQXNHGTO77Z6VE255ZQLNQ}

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	2026-07-05T11:02:50.520517Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

742f07c2ed39a6efff3ea935dee60b6c3cbd8c41ba69a392935a998fc67c5397

Aliases

arxiv: 2505.09114 · arxiv_version: 2505.09114v1 · doi: 10.48550/arxiv.2505.09114 · pith_short_12: OQXQPQXNHGTO · pith_short_16: OQXQPQXNHGTO77Z6 · pith_short_8: OQXQPQXN

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/OQXQPQXNHGTO77Z6VE255ZQLNQ \
  | 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: 742f07c2ed39a6efff3ea935dee60b6c3cbd8c41ba69a392935a998fc67c5397

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a65acd48807b3f12ebc2afc5b108cbdc84187ec427b448c51eda66ab3458e1cf",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-05-14T03:45:16Z",
    "title_canon_sha256": "d7dbe2b0d999d2ccd97534f3f5b137a7753e3253478a5e790032f8bf1fccd091"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.09114",
    "kind": "arxiv",
    "version": 1
  }
}