Pith Number

pith:PRJTBIUV

pith:2025:PRJTBIUV3327TF7JSOWHYKX5IO

not attested not anchored not stored refs pending

Maximizing the efficiency of human feedback in AI alignment: a comparative analysis

Andreas Chouliaras, Dimitris Chatzopoulos

arxiv:2511.12796 v2 · 2025-11-16 · cs.HC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PRJTBIUV3327TF7JSOWHYKX5IO}

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	2026-06-24T01:14:59.425620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7c5330a295def5f997e993ac7c2afd43af2a9c85c0acafc68058d3718aa2491f

Aliases

arxiv: 2511.12796 · arxiv_version: 2511.12796v2 · doi: 10.48550/arxiv.2511.12796 · pith_short_12: PRJTBIUV3327 · pith_short_16: PRJTBIUV3327TF7J · pith_short_8: PRJTBIUV

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/PRJTBIUV3327TF7JSOWHYKX5IO \
  | 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: 7c5330a295def5f997e993ac7c2afd43af2a9c85c0acafc68058d3718aa2491f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6c6b234bf71feedca04ee177823cfead8fa851e05201be8b34675c694c0098a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-11-16T21:55:59Z",
    "title_canon_sha256": "d76681166c3f1369424d641f875aa27c43a21fd1429c766a7e8d43a414087bcf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.12796",
    "kind": "arxiv",
    "version": 2
  }
}