Pith Number

pith:NGHRDXLM

pith:2022:NGHRDXLMV3EJQLP6UCKH2C7JFM

not attested not anchored not stored refs pending

MARLUI: Multi-Agent Reinforcement Learning for Adaptive UIs

Christoph Gebhardt, Mert Albaba, Otmar Hilliges, Sammy Christen, Thomas Langerak

arxiv:2209.12660 v3 · 2022-09-26 · cs.HC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NGHRDXLMV3EJQLP6UCKH2C7JFM}

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	2026-07-05T07:05:40.312024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

698f11dd6caec8982dfea0947d0be92b134a9c54732a49fef2bed7fc8e9175e0

Aliases

arxiv: 2209.12660 · arxiv_version: 2209.12660v3 · doi: 10.48550/arxiv.2209.12660 · pith_short_12: NGHRDXLMV3EJ · pith_short_16: NGHRDXLMV3EJQLP6 · pith_short_8: NGHRDXLM

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/NGHRDXLMV3EJQLP6UCKH2C7JFM \
  | 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: 698f11dd6caec8982dfea0947d0be92b134a9c54732a49fef2bed7fc8e9175e0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9862e762fb3572c6315069a9f3b07ab83757c8a66e790fd50d703450c32ee900",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2022-09-26T13:06:05Z",
    "title_canon_sha256": "71686aaa98865f7eae3e9a5cc0c16eee4fa0e074333748f80612ce676823c5c2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.12660",
    "kind": "arxiv",
    "version": 3
  }
}