Pith Number

pith:AVX3FG7R

pith:2026:AVX3FG7RH4F6SJJ3N3Y753ZQB4

not attested not anchored not stored refs pending

Towards Scalable Multi-Task Reinforcement Learning with Large Decision Models

Thibaut Kulak

arxiv:2606.24962 v1 · 2026-06-23 · 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{AVX3FG7RH4F6SJJ3N3Y753ZQB4}

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	2026-06-25T00:17:46.991863Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

056fb29bf13f0be9253b6ef1feef300f3b8b927cb4dd29995a975cae961b3155

Aliases

arxiv: 2606.24962 · arxiv_version: 2606.24962v1 · doi: 10.48550/arxiv.2606.24962 · pith_short_12: AVX3FG7RH4F6 · pith_short_16: AVX3FG7RH4F6SJJ3 · pith_short_8: AVX3FG7R

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/AVX3FG7RH4F6SJJ3N3Y753ZQB4 \
  | 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: 056fb29bf13f0be9253b6ef1feef300f3b8b927cb4dd29995a975cae961b3155

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8b695682c00b51fd420352a623e934c33cfc31a19826ecf77794626818b3769b",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-23T09:13:08Z",
    "title_canon_sha256": "4ac7a10daea5c2ad1e52d75dc39eaf14f630a5af9ac5c63cb3d0c2b9d1da56d5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.24962",
    "kind": "arxiv",
    "version": 1
  }
}