Pith Number

pith:C5OIKSAD

pith:2024:C5OIKSADD2JYSJELA6ZMAVKQBA

not attested not anchored not stored refs pending

Sharing Knowledge in Multi-Task Deep Reinforcement Learning

Andrea Bonarini, Carlo D'Eramo, Davide Tateo, Jan Peters, Marcello Restelli

arxiv:2401.09561 v1 · 2024-01-17 · 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{C5OIKSADD2JYSJELA6ZMAVKQBA}

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

DyGRO-VLA: Cross-Task Scaling of Vision-Language-Action Models via Dynamic Grouped Residual Optimization

Meta-Learning and Meta-Reinforcement Learning -- Tracing the Path towards DeepMind's Adaptive Agent

Receipt and verification

First computed	2026-07-05T07:34:58.329119Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

175c8548031e9389248b07b2c05550083d4b4b734b309c85e0ca58ea8c604785

Aliases

arxiv: 2401.09561 · arxiv_version: 2401.09561v1 · doi: 10.48550/arxiv.2401.09561 · pith_short_12: C5OIKSADD2JY · pith_short_16: C5OIKSADD2JYSJEL · pith_short_8: C5OIKSAD

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/C5OIKSADD2JYSJELA6ZMAVKQBA \
  | 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: 175c8548031e9389248b07b2c05550083d4b4b734b309c85e0ca58ea8c604785

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29733ddb826041b5ea96321140b6b5c0c10c5cf1ceb976f4fa164c3cf15ec71a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-17T19:31:21Z",
    "title_canon_sha256": "705ac2fdf8339e0396e8c6fe30b1cca91b409d1429a622486dbec6d247e47a2c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.09561",
    "kind": "arxiv",
    "version": 1
  }
}