Pith Number

pith:WLRYMFOB

pith:2026:WLRYMFOBNVG2IKN6LVEMEIL6KE

not attested not anchored not stored refs pending

Two is better than one: A Collapse-free Multi-Reward RLIF Training Framework

Ahsan Habib Akash, Binod Bhattarai, Diganta Sikdar, Prashnna Gyawali, Shourov Joarder

arxiv:2605.22620 v1 · 2026-05-21 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WLRYMFOBNVG2IKN6LVEMEIL6KE}

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	2026-05-22T01:05:00.877020Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2e38615c16d4da429be5d48c2217e512ef42886a2dcccbce79ef319966dd8ea

Aliases

arxiv: 2605.22620 · arxiv_version: 2605.22620v1 · doi: 10.48550/arxiv.2605.22620 · pith_short_12: WLRYMFOBNVG2 · pith_short_16: WLRYMFOBNVG2IKN6 · pith_short_8: WLRYMFOB

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/WLRYMFOBNVG2IKN6LVEMEIL6KE \
  | 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: b2e38615c16d4da429be5d48c2217e512ef42886a2dcccbce79ef319966dd8ea

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9943407b710753cf41415796399438d4572a3c7d7dbffdc89b5b299773dade7e",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-05-21T15:30:47Z",
    "title_canon_sha256": "315a4f1c39141160a157b1e00506e84a582c98fbfbe969f501619455875d6459"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.22620",
    "kind": "arxiv",
    "version": 1
  }
}