Pith Number

pith:BOLN3SU6

pith:2019:BOLN3SU65DIGATPHE32VSWKE33

not attested not anchored not stored refs pending

Mastering Complex Control in MOBA Games with Deep Reinforcement Learning

Bei Shi, Deheng Ye, Hao Wu, Hao Zhang, Hongsheng Yu, Lanxiao Huang, Liang Wang, Mingfei Sun, Peilin Zhao, Qiang Fu, Qiaobo Chen, Qingwei Guo, Shaojie Yang, Tengfei Shi, Wei Yang, Xipeng Wu, Yinyuting Yin, Zhao Liu

arxiv:1912.09729 v3 · 2019-12-20 · 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{BOLN3SU65DIGATPHE32VSWKE33}

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

When to Stop Reusing: Dynamic Gradient Gating for Sample-Efficient RLVR

Receipt and verification

First computed	2026-07-05T01:59:27.559093Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0b96ddca9ee8d0604de726f5595944dec2dfa59600570911afca633bd794d822

Aliases

arxiv: 1912.09729 · arxiv_version: 1912.09729v3 · doi: 10.48550/arxiv.1912.09729 · pith_short_12: BOLN3SU65DIG · pith_short_16: BOLN3SU65DIGATPH · pith_short_8: BOLN3SU6

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/BOLN3SU65DIGATPHE32VSWKE33 \
  | 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: 0b96ddca9ee8d0604de726f5595944dec2dfa59600570911afca633bd794d822

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "431dcf62b7f65240ab942dc1525989cb354dc44e22134f1c382f0a37307d7642",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2019-12-20T09:56:50Z",
    "title_canon_sha256": "85fc2e2fbfc7a89f24d33ee013d196ba484c5345621e4ac7c4f0a2d2a8dfc77a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.09729",
    "kind": "arxiv",
    "version": 3
  }
}