Pith Number

pith:TGLZL6AR

pith:2025:TGLZL6ARGACO6AKA7L3LE2SR65

not attested not anchored not stored refs pending

Exploration from a Primal-Dual Lens: Value-Incentivized Actor-Critic Methods for Sample-Efficient Online RL

Bo Dai, Lin Xiao, Tong Yang, Yuejie Chi

arxiv:2506.22401 v1 · 2025-06-27 · cs.LG · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TGLZL6ARGACO6AKA7L3LE2SR65}

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	2026-07-05T11:28:26.877509Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

999795f8113004ef0140faf6b26a51f7653bbf79b946c489544c13ff5aa6d9ad

Aliases

arxiv: 2506.22401 · arxiv_version: 2506.22401v1 · doi: 10.48550/arxiv.2506.22401 · pith_short_12: TGLZL6ARGACO · pith_short_16: TGLZL6ARGACO6AKA · pith_short_8: TGLZL6AR

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/TGLZL6ARGACO6AKA7L3LE2SR65 \
  | 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: 999795f8113004ef0140faf6b26a51f7653bbf79b946c489544c13ff5aa6d9ad

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5bf041922ee17f00b83c898aaef5e9d86fb7b3c3bc639fe0ea08e84efaf4306b",
    "cross_cats_sorted": [
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-27T17:18:43Z",
    "title_canon_sha256": "2d4f1e6d0154b863c48c8cec373ac39f1d79a70884ed68c212e836f918d64ea7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.22401",
    "kind": "arxiv",
    "version": 1
  }
}