Pith Number

pith:RA636ZMN

pith:2026:RA636ZMNQTQDVGMO7YPIN2PUZR

not attested not anchored not stored refs pending

Beyond Scalar Rewards: Dense Feedback for LLM Policy Synthesis in Sequential Social Dilemmas

V\'ictor Gallego

arxiv:2603.19453 v2 · 2026-03-19 · cs.CL · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{RA636ZMNQTQDVGMO7YPIN2PUZR}

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.

Cited by

1 paper in Pith

Metal-Sci: A Scientific Compute Benchmark for Evolutionary LLM Kernel Search on Apple Silicon

Receipt and verification

First computed	2026-06-02T03:04:40.512882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

883dbf658d84e03a998efe1e86e9f4cc722eb74efe409133da27b9e52e6972ce

Aliases

arxiv: 2603.19453 · arxiv_version: 2603.19453v2 · doi: 10.48550/arxiv.2603.19453 · pith_short_12: RA636ZMNQTQD · pith_short_16: RA636ZMNQTQDVGMO · pith_short_8: RA636ZMN

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/RA636ZMNQTQDVGMO7YPIN2PUZR \
  | 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: 883dbf658d84e03a998efe1e86e9f4cc722eb74efe409133da27b9e52e6972ce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "56fdf4acc6d2106b1aaac29de108dfc3f2aa6cac57f5c7326b3f212da9307b26",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-03-19T20:27:48Z",
    "title_canon_sha256": "96021bd5a5b2005bd05d31382c1eff99c005c94a5450ba601f9e86399f641442"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.19453",
    "kind": "arxiv",
    "version": 2
  }
}