Pith Number

pith:GA3KHFDV

pith:2026:GA3KHFDVH3EOIQAVX2MHKM627T

not attested not anchored not stored refs pending

AdvantageFlow: Advantage-Weighted Least Squares for RL in Flow Models

Anup Rao, Branislav Kveton, Krishna Kumar Singh, Subhojyoti Mukherjee, Viet Dac Lai

arxiv:2605.26013 v1 · 2026-05-25 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GA3KHFDVH3EOIQAVX2MHKM627T}

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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	2026-05-26T02:05:23.266900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3036a394753ec8e44015be987533dafcde8eafa8253a83fab5258f0d62d3307c

Aliases

arxiv: 2605.26013 · arxiv_version: 2605.26013v1 · doi: 10.48550/arxiv.2605.26013 · pith_short_12: GA3KHFDVH3EO · pith_short_16: GA3KHFDVH3EOIQAV · pith_short_8: GA3KHFDV

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/GA3KHFDVH3EOIQAVX2MHKM627T \
  | 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: 3036a394753ec8e44015be987533dafcde8eafa8253a83fab5258f0d62d3307c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "24ef5696f1103e19d8de1fbd5aa567d49dc4a04bf4201416f90c07223141e395",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-25T16:32:14Z",
    "title_canon_sha256": "79c00d175876ebf62899fb383bd168913498fd290e7dc9daea278a01c71ac481"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.26013",
    "kind": "arxiv",
    "version": 1
  }
}