Pith Number

pith:BRDL43LY

pith:2025:BRDL43LYOO2ZBFQUOX3NE3RNFV

not attested not anchored not stored refs pending

Introduction to the Analysis of Probabilistic Decision-Making Algorithms

Agustinus Kristiadi

arxiv:2508.21620 v2 · 2025-08-29 · 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{BRDL43LYOO2ZBFQUOX3NE3RNFV}

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	2026-05-26T01:03:14.884688Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c46be6d7873b590961475f6d26e2d2d5297d3514f22f53cb38ab2e2754e49df

Aliases

arxiv: 2508.21620 · arxiv_version: 2508.21620v2 · doi: 10.48550/arxiv.2508.21620 · pith_short_12: BRDL43LYOO2Z · pith_short_16: BRDL43LYOO2ZBFQU · pith_short_8: BRDL43LY

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/BRDL43LYOO2ZBFQUOX3NE3RNFV \
  | 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: 0c46be6d7873b590961475f6d26e2d2d5297d3514f22f53cb38ab2e2754e49df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "71983701de4a047adec0b434d1d7947f81c995d12af9901d3e5235f05d167eab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-29T13:33:23Z",
    "title_canon_sha256": "cacbe9ea20296b312aebce8bcae7ec5965fe1b2739729c5a9d99f451533627b0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.21620",
    "kind": "arxiv",
    "version": 2
  }
}