Pith Number

pith:FMF2G54O

pith:2022:FMF2G54OQ6LSVBLSA2EXK5CMUR

not attested not anchored not stored refs pending

An Adaptive Deep RL Method for Non-Stationary Environments with Piecewise Stable Context

Jianyu Chen, Li Zhao, Peng Cheng, Pushi Zhang, Tao Qin, Tie-Yan Liu, Wenxue Cheng, Xiangming Zhu, Xiaoyu Chen, Yongqiang Xiong, Yufeng Zheng

arxiv:2212.12735 v1 · 2022-12-24 · 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{FMF2G54OQ6LSVBLSA2EXK5CMUR}

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.

Receipt and verification

First computed	2026-07-05T05:28:12.430489Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b0ba3778e87972a8572068975744ca448de4c613d3a9b8868a645737e973934

Aliases

arxiv: 2212.12735 · arxiv_version: 2212.12735v1 · doi: 10.48550/arxiv.2212.12735 · pith_short_12: FMF2G54OQ6LS · pith_short_16: FMF2G54OQ6LSVBLS · pith_short_8: FMF2G54O

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/FMF2G54OQ6LSVBLSA2EXK5CMUR \
  | 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: 2b0ba3778e87972a8572068975744ca448de4c613d3a9b8868a645737e973934

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b92aab6b2b74e7536730dfeaba14619d678af69940ccc7d465f3960a0c1662fd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-24T13:43:39Z",
    "title_canon_sha256": "474b1af12d686d9e9debb78cefd0a680db0e4111c45e182c14243f7933bec5f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12735",
    "kind": "arxiv",
    "version": 1
  }
}