Pith Number

pith:IYUGC2WS

pith:2025:IYUGC2WSWU4VXBPPFPMDHA26PN

not attested not anchored not stored refs pending

When, How Long and How Much? Interpretable Neural Networks for Time Series Regression by Learning to Mask and Aggregate

Amaury Wei, Florent Forest, Olga Fink

arxiv:2512.03578 v3 · 2025-12-03 · cs.LG · 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{IYUGC2WSWU4VXBPPFPMDHA26PN}

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	2026-06-30T01:17:30.203424Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4628616ad2b5395b85ef2bd833835e7b52ff59c79bfcf72ef44528a47b463747

Aliases

arxiv: 2512.03578 · arxiv_version: 2512.03578v3 · doi: 10.48550/arxiv.2512.03578 · pith_short_12: IYUGC2WSWU4V · pith_short_16: IYUGC2WSWU4VXBPP · pith_short_8: IYUGC2WS

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/IYUGC2WSWU4VXBPPFPMDHA26PN \
  | 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: 4628616ad2b5395b85ef2bd833835e7b52ff59c79bfcf72ef44528a47b463747

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee0ca31baeeab5dd1a9cdd641ff783bdb48a0ca9c835db583dc9f48f5b4fd771",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-03T09:01:41Z",
    "title_canon_sha256": "00e9fad5a70df64218e07d4cc0b7309b37d095f8384f40bce0af694f8f05d6ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.03578",
    "kind": "arxiv",
    "version": 3
  }
}