Pith Number

pith:4E526QEQ

pith:2024:4E526QEQM5BLJPYR2JMDDNPVR3

not attested not anchored not stored refs pending

SplAgger: Split Aggregation for Meta-Reinforcement Learning

Jacob Beck, Matthew Jackson, Risto Vuorio, Shimon Whiteson, Zheng Xiong

arxiv:2403.03020 v3 · 2024-03-05 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4E526QEQM5BLJPYR2JMDDNPVR3}

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

AMAGO-2: Breaking the Multi-Task Barrier in Meta-Reinforcement Learning with Transformers

Receipt and verification

First computed	2026-07-05T08:26:21.091669Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e13baf40906742b4bf11d25831b5f58eff0906b0df931e4b90462046e67ff577

Aliases

arxiv: 2403.03020 · arxiv_version: 2403.03020v3 · doi: 10.48550/arxiv.2403.03020 · pith_short_12: 4E526QEQM5BL · pith_short_16: 4E526QEQM5BLJPYR · pith_short_8: 4E526QEQ

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/4E526QEQM5BLJPYR2JMDDNPVR3 \
  | 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: e13baf40906742b4bf11d25831b5f58eff0906b0df931e4b90462046e67ff577

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71b7ae4e72a471cc680fce0249cb648bba54a7f7e4653cc18e74f4198b1a104c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-03-05T14:57:04Z",
    "title_canon_sha256": "0a2631a9163dbf4bb1d97b4c12a7fc273d2afb02e9a77869bc1c896c43de1b00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.03020",
    "kind": "arxiv",
    "version": 3
  }
}