Pith Number

pith:ML7WDL3U

pith:2021:ML7WDL3UOYPHVX3STGDZSVQKLA

not attested not anchored not stored refs pending

MapGo: Model-Assisted Policy Optimization for Goal-Oriented Tasks

Deheng Ye, Jian Shen, Menghui Zhu, Minghuan Liu, Qiang Fu, Sheng Chen, Weinan Zhang, Wei Yang, Yong Yu, Zhicheng Zhang

arxiv:2105.06350 v1 · 2021-05-13 · cs.AI · 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{ML7WDL3UOYPHVX3STGDZSVQKLA}

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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

2 papers in Pith

QHyer: Q-conditioned Hybrid Attention-mamba Transformer for Offline Goal-conditioned RL

SVL: Goal-Conditioned Reinforcement Learning as Survival Learning

Receipt and verification

First computed	2026-07-05T02:40:06.664869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62ff61af74761e7adf72998799560a5807d1e8b999415e67dc9daa8b471d9aa6

Aliases

arxiv: 2105.06350 · arxiv_version: 2105.06350v1 · doi: 10.48550/arxiv.2105.06350 · pith_short_12: ML7WDL3UOYPH · pith_short_16: ML7WDL3UOYPHVX3S · pith_short_8: ML7WDL3U

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/ML7WDL3UOYPHVX3STGDZSVQKLA \
  | 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: 62ff61af74761e7adf72998799560a5807d1e8b999415e67dc9daa8b471d9aa6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4fd037f71c54437199db8dbca3f89d8c7000d763684466c4e7b5f4d38a313437",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2021-05-13T15:07:23Z",
    "title_canon_sha256": "b5994341af4c02820d979b2761bb1bf0f84416511fb46fbced06bd0b7d95e408"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.06350",
    "kind": "arxiv",
    "version": 1
  }
}