Pith Number

pith:NL47UEEL

pith:2025:NL47UEEL6YCAVPVZ4AWXK6RVB5

not attested not anchored not stored refs pending

Mastering Massive Multi-Task Reinforcement Learning via Mixture-of-Expert Decision Transformer

Dacheng Tao, Guozheng Ma, Haoyu Wang, Li Shen, Qi Zhao, Xueqian Wang, Yilun Kong

arxiv:2505.24378 v1 · 2025-05-30 · 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{NL47UEEL6YCAVPVZ4AWXK6RVB5}

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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.

Cited by

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T11:12:47.997130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6af9fa108bf6040abeb9e02d757a350f6872f0e13649fbb8e0f4bfec17f975b7

Aliases

arxiv: 2505.24378 · arxiv_version: 2505.24378v1 · doi: 10.48550/arxiv.2505.24378 · pith_short_12: NL47UEEL6YCA · pith_short_16: NL47UEEL6YCAVPVZ · pith_short_8: NL47UEEL

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/NL47UEEL6YCAVPVZ4AWXK6RVB5 \
  | 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: 6af9fa108bf6040abeb9e02d757a350f6872f0e13649fbb8e0f4bfec17f975b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0a93553f291f27281a29c0a179dfea262cd4511a56bcd0abfbba34db5877b400",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-30T09:08:52Z",
    "title_canon_sha256": "33152bc37c3ebe5100f0c277e0afb5d4a9790e486826c236ca91986d8be1e5c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.24378",
    "kind": "arxiv",
    "version": 1
  }
}