Pith Number

pith:RNHW3J4L

pith:2023:RNHW3J4LAS2RRQZXKP4MESJCGM

not attested not anchored not stored refs pending

Towards Human-Like RL: Taming Non-Naturalistic Behavior in Deep RL via Adaptive Behavioral Costs in 3D Games

Chiu-Chou Lin, Feng-Jian Wang, I-Chen Wu, Kuo-Hao Ho, Ping-Chun Hsieh, You-Ren Luo

arxiv:2309.15484 v1 · 2023-09-27 · 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{RNHW3J4LAS2RRQZXKP4MESJCGM}

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	2026-07-05T06:54:46.796227Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8b4f6da78b04b518c33753f8c24922330b19113c69450dd4a7c1569698dcc747

Aliases

arxiv: 2309.15484 · arxiv_version: 2309.15484v1 · doi: 10.48550/arxiv.2309.15484 · pith_short_12: RNHW3J4LAS2R · pith_short_16: RNHW3J4LAS2RRQZX · pith_short_8: RNHW3J4L

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/RNHW3J4LAS2RRQZXKP4MESJCGM \
  | 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: 8b4f6da78b04b518c33753f8c24922330b19113c69450dd4a7c1569698dcc747

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50332b9b32084e5ec60000b15ba7809de924de932479ea4f2f737c4d5edfb624",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2023-09-27T08:28:59Z",
    "title_canon_sha256": "631a18a545c934868945b5f0c129ac49c8d1c648b4dd71be7a7b9bcc59566b87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.15484",
    "kind": "arxiv",
    "version": 1
  }
}