Pith Number

pith:CWM5HVYT

pith:2025:CWM5HVYT3WSXJ7HN5YGZ5B3P5P

not attested not anchored not stored refs pending

Enhancing Reinforcement Learning in 3D Environments through Semantic Segmentation: A Case Study in ViZDoom

Jin Huang

arxiv:2511.11703 v2 · 2025-11-12 · cs.LG · cs.AI · cs.RO

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CWM5HVYT3WSXJ7HN5YGZ5B3P5P}

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	2026-05-29T01:04:58.146223Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1599d3d713dda574fcedee0d9e876febf36e17db14f5cbde65dd11bf115aa953

Aliases

arxiv: 2511.11703 · arxiv_version: 2511.11703v2 · doi: 10.48550/arxiv.2511.11703 · pith_short_12: CWM5HVYT3WSX · pith_short_16: CWM5HVYT3WSXJ7HN · pith_short_8: CWM5HVYT

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/CWM5HVYT3WSXJ7HN5YGZ5B3P5P \
  | 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: 1599d3d713dda574fcedee0d9e876febf36e17db14f5cbde65dd11bf115aa953

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c6b1e5006c04c1c12f9d0afed221318c6bc2fc211222776fa034bc3b30922254",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-11-12T14:28:46Z",
    "title_canon_sha256": "6ce620efbb1cec256afedf74de242c57f24dc0b1b6135a2c01b43bf6dedb7e24"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.11703",
    "kind": "arxiv",
    "version": 2
  }
}