Pith Number

pith:IRUN6QO4

pith:2025:IRUN6QO44RSNFK5R5Q3MEBHOFY

not attested not anchored not stored refs pending

Should We Ever Prefer Decision Transformer for Offline Reinforcement Learning?

Keith Ross, Yumi Omori, Zixuan Dong

arxiv:2507.10174 v1 · 2025-07-14 · 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{IRUN6QO44RSNFK5R5Q3MEBHOFY}

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	2026-07-05T11:36:46.432572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4468df41dce464d2abb1ec36c204ee2e3ec983d9bbca96295b8f4db3dec0546b

Aliases

arxiv: 2507.10174 · arxiv_version: 2507.10174v1 · doi: 10.48550/arxiv.2507.10174 · pith_short_12: IRUN6QO44RSN · pith_short_16: IRUN6QO44RSNFK5R · pith_short_8: IRUN6QO4

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/IRUN6QO44RSNFK5R5Q3MEBHOFY \
  | 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: 4468df41dce464d2abb1ec36c204ee2e3ec983d9bbca96295b8f4db3dec0546b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d20ae3627cf2fab481a6e480ec9789426856b21a2a7deca36fb77aba6f7fc5b0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-07-14T11:36:31Z",
    "title_canon_sha256": "84ba988f9ef53a6e915b33cdb14931e57f7d09a970880da27d7b0080007c697a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10174",
    "kind": "arxiv",
    "version": 1
  }
}