Pith Number

pith:NYQZZD2H

pith:2024:NYQZZD2HHPT5DWVWEWJ26FJPY2

not attested not anchored not stored refs pending

Specialized Foundation Models Struggle to Beat Supervised Baselines

Alexander Shen, Ameet Talwalkar, Junhong Shen, Mikhail Khodak, Ritvik Gupta, Wenduo Cheng, Zongzhe Xu

arxiv:2411.02796 v2 · 2024-11-05 · cs.LG · cs.AI · cs.CV · q-bio.GN

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NYQZZD2HHPT5DWVWEWJ26FJPY2}

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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

1 paper in Pith

Empirical Assessment of Time-Series Foundation Models For Power System Forecasting Applications

Receipt and verification

First computed	2026-07-05T10:36:31.037249Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e219c8f473be7d1dab62593af152fc6a8b15f900bba1c9603172a7b4efdcd7a

Aliases

arxiv: 2411.02796 · arxiv_version: 2411.02796v2 · doi: 10.48550/arxiv.2411.02796 · pith_short_12: NYQZZD2HHPT5 · pith_short_16: NYQZZD2HHPT5DWVW · pith_short_8: NYQZZD2H

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/NYQZZD2HHPT5DWVWEWJ26FJPY2 \
  | 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: 6e219c8f473be7d1dab62593af152fc6a8b15f900bba1c9603172a7b4efdcd7a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "992385dc532e7137d898e63aeb8341927bc15966d61796097632878f1409fc6b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "q-bio.GN"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-05T04:10:59Z",
    "title_canon_sha256": "a5ac77f440aa8a3036d541a7306a4efa5f3d18b99cc26aecc36190c89af19765"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.02796",
    "kind": "arxiv",
    "version": 2
  }
}