Pith Number

pith:7ZC4ZZ3E

pith:2025:7ZC4ZZ3EOLLHFSOV7RKSJG7MTN

not attested not anchored not stored refs pending

NS-Gym: Open-Source Simulation Environments and Benchmarks for Non-Stationary Markov Decision Processes

Abhishek Dubey, Aron Laszka, Ayan Mukhopadhyay, Baiting Luo, Iliyas Bektas, Kyle Hollins Wray, Nathaniel S. Keplinger, Yunuo Zhang

arxiv:2501.09646 v1 · 2025-01-16 · 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{7ZC4ZZ3EOLLHFSOV7RKSJG7MTN}

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

Space-sampled Value Decay: Forgetting Mechanisms for Non-stationary Deep Reinforcement Learning

Digital Guardians: The Past and The Future of Cyber-Physical Resilience

Receipt and verification

First computed	2026-07-05T10:01:50.190212Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe45cce76472d672c9d5fc55249bec9b7004387e7df7400f26eb9141e29d92ef

Aliases

arxiv: 2501.09646 · arxiv_version: 2501.09646v1 · doi: 10.48550/arxiv.2501.09646 · pith_short_12: 7ZC4ZZ3EOLLH · pith_short_16: 7ZC4ZZ3EOLLHFSOV · pith_short_8: 7ZC4ZZ3E

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/7ZC4ZZ3EOLLHFSOV7RKSJG7MTN \
  | 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: fe45cce76472d672c9d5fc55249bec9b7004387e7df7400f26eb9141e29d92ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2632942619fcfba90f767fa15bd0394bc0f282cabfe0cc12da6b93fe8728689",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-16T16:38:33Z",
    "title_canon_sha256": "1fcf67505eb4dc918c2f24cafcbaa15bfe60f55db062ba6aaf88a800f0214696"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09646",
    "kind": "arxiv",
    "version": 1
  }
}