Pith Number

pith:FSX7VBC5

pith:2024:FSX7VBC5YMUFBPBJ2JPPE23HYB

not attested not anchored not stored refs pending

More Benefits of Being Distributional: Second-Order Bounds for Reinforcement Learning

Alekh Agarwal, Kaiwen Wang, Nathan Kallus, Owen Oertell, Wen Sun

arxiv:2402.07198 v1 · 2024-02-11 · 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{FSX7VBC5YMUFBPBJ2JPPE23HYB}

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

2 papers in Pith

Quantile-Coupled Flow Matching for Distributional Reinforcement Learning

Towards Efficient and Expressive Offline RL via Flow-Anchored Noise-conditioned Q-Learning

Receipt and verification

First computed	2026-07-05T07:44:02.452600Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2caffa845dc32850bc29d25ef26b67c059cd2489f107ed815b432f5a6d549432

Aliases

arxiv: 2402.07198 · arxiv_version: 2402.07198v1 · doi: 10.48550/arxiv.2402.07198 · pith_short_12: FSX7VBC5YMUF · pith_short_16: FSX7VBC5YMUFBPBJ · pith_short_8: FSX7VBC5

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/FSX7VBC5YMUFBPBJ2JPPE23HYB \
  | 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: 2caffa845dc32850bc29d25ef26b67c059cd2489f107ed815b432f5a6d549432

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40aacd7c94a463b7ef16b8d5a28c7000f431405adf8c3433f106d97f2b9ba9a2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-11T13:25:53Z",
    "title_canon_sha256": "6a4980a2d70f61bb633bb22f25c3c0d2fb72b53a19cce522e26f9171d10afb66"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.07198",
    "kind": "arxiv",
    "version": 1
  }
}