Pith Number

pith:PMLR75EZ

pith:2025:PMLR75EZGDVHZMN7Y4WBUHOUQO

not attested not anchored not stored refs pending

ML-PWS: Estimating the Mutual Information Between Experimental Time Series Using Neural Networks

Ga\v{s}per Tka\v{c}ik, Manuel Reinhardt, Pieter Rein ten Wolde

arxiv:2508.16509 v3 · 2025-08-22 · physics.bio-ph · cond-mat.stat-mech · cs.IT · cs.LG · math.IT · q-bio.NC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PMLR75EZGDVHZMN7Y4WBUHOUQO}

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

1 paper in Pith

Navigation driven by bidirectional information transmission between sensing and actuation

Receipt and verification

First computed	2026-08-11T01:20:05.448500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7b171ff49930ea7cb1bfc72c1a1dd483ab0ba3af911fb3b013d9a507f327ddb7

Aliases

arxiv: 2508.16509 · arxiv_version: 2508.16509v3 · doi: 10.48550/arxiv.2508.16509 · pith_short_12: PMLR75EZGDVH · pith_short_16: PMLR75EZGDVHZMN7 · pith_short_8: PMLR75EZ

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/PMLR75EZGDVHZMN7Y4WBUHOUQO \
  | 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: 7b171ff49930ea7cb1bfc72c1a1dd483ab0ba3af911fb3b013d9a507f327ddb7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "699ea6679d926270914753f4712f317f33bf41f2824321affdd2f34fa3a549c6",
    "cross_cats_sorted": [
      "cond-mat.stat-mech",
      "cs.IT",
      "cs.LG",
      "math.IT",
      "q-bio.NC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "physics.bio-ph",
    "submitted_at": "2025-08-22T16:33:34Z",
    "title_canon_sha256": "eef1aa8f5f30b4998bc4de04aee6ac5536a9457454edc04172a72963e2c4ae32"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.16509",
    "kind": "arxiv",
    "version": 3
  }
}