Pith Number

pith:EJLLJ7TO

pith:2024:EJLLJ7TOETETTEWOTD2T44AXZJ

not attested not anchored not stored refs pending

Guidelines for Augmentation Selection in Contrastive Learning for Time Series Classification

Azadeh Alavi, Minyi Li, Xiang Zhang, Ziyu Liu

arxiv:2407.09336 v1 · 2024-07-12 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{EJLLJ7TOETETTEWOTD2T44AXZJ}

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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

2 papers in Pith

WEQA: Wearable hEalth Question Answering with Query-Adaptive Agentic Reasoning

LeNEPA: No-Augmentation Next-Latent Prediction for Time-Series Representation Learning

Receipt and verification

First computed	2026-07-05T08:43:17.959329Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2256b4fe6e24c93992ce98f53e7017ca69d5db354ac404b5a7219a575681c04d

Aliases

arxiv: 2407.09336 · arxiv_version: 2407.09336v1 · doi: 10.48550/arxiv.2407.09336 · pith_short_12: EJLLJ7TOETET · pith_short_16: EJLLJ7TOETETTEWO · pith_short_8: EJLLJ7TO

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/EJLLJ7TOETETTEWOTD2T44AXZJ \
  | 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: 2256b4fe6e24c93992ce98f53e7017ca69d5db354ac404b5a7219a575681c04d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8bc9ceb035fb1f1b5f58bbdb30c09835ec4dbdc3750254fdc2ca51217291e54b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-12T15:13:16Z",
    "title_canon_sha256": "613e86356ac663d2a12b7fc72978fd07bef472c87e921c0acbbe2cdbcfef2573"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.09336",
    "kind": "arxiv",
    "version": 1
  }
}