Pith Number

pith:G3I74FDU

pith:2025:G3I74FDU4OQFMBS6C35DTA5TQP

not attested not anchored not stored refs pending

Who Gets the Reward & Who Gets the Blame? Evaluation-Aligned Training Signals for Multi-LLM Agents

Amal Gueroudji, Chih-Hsuan (Bella) Yang, Ian T. Foster, Krishnan Raghavan, Le Chen, Rajeev Thakur, Tanwi Mallick

arxiv:2511.10687 v3 · 2025-11-11 · cs.MA · cs.AI · 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{G3I74FDU4OQFMBS6C35DTA5TQP}

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	2026-07-03T00:16:51.236146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

36d1fe1474e3a056065e16fa3983b383edad9269705e44af7cb0f776d115808b

Aliases

arxiv: 2511.10687 · arxiv_version: 2511.10687v3 · doi: 10.48550/arxiv.2511.10687 · pith_short_12: G3I74FDU4OQF · pith_short_16: G3I74FDU4OQFMBS6 · pith_short_8: G3I74FDU

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/G3I74FDU4OQFMBS6C35DTA5TQP \
  | 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: 36d1fe1474e3a056065e16fa3983b383edad9269705e44af7cb0f776d115808b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da0efc7a21b7324174e8f5b8ed2dce79f70626bf510560b3dba25b389273a11a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-11-11T22:21:08Z",
    "title_canon_sha256": "de9fda69d3f3b47442a9834bff957e35bdcef7fef5f29a7987397053a003043e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.10687",
    "kind": "arxiv",
    "version": 3
  }
}