Pith Number

pith:UCNRFLIU

pith:2025:UCNRFLIU26X7VZNTL2N7MFLKXU

not attested not anchored not stored refs pending

Optimal Transport-Guided Safety in Temporal Difference Reinforcement Learning

Ali Baheri, Zahra Shahrooei

arxiv:2502.16328 v2 · 2025-02-22 · 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{UCNRFLIU26X7VZNTL2N7MFLKXU}

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

Wasserstein-Barycenter Consensus for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T11:21:43.005860Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a09b12ad14d7affae5b35e9bf6156abd2b363a704c765eb8d1499cba82adcf36

Aliases

arxiv: 2502.16328 · arxiv_version: 2502.16328v2 · doi: 10.48550/arxiv.2502.16328 · pith_short_12: UCNRFLIU26X7 · pith_short_16: UCNRFLIU26X7VZNT · pith_short_8: UCNRFLIU

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/UCNRFLIU26X7VZNTL2N7MFLKXU \
  | 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: a09b12ad14d7affae5b35e9bf6156abd2b363a704c765eb8d1499cba82adcf36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3890c705035f3ed2d8bb9b91d29fcb8690e3f9b246bbca2e8a8d5f5936b4d3a5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-22T19:14:36Z",
    "title_canon_sha256": "ec9d13a86f068649f15efc432106f6b995e942b2f92b155191c3fb62f6237c99"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16328",
    "kind": "arxiv",
    "version": 2
  }
}