Pith Number

pith:E7G4D6FJ

pith:2024:E7G4D6FJGNANNEAH2WLNRPCWRT

not attested not anchored not stored refs pending

Curse of Attention: A Kernel-Based Perspective for Why Transformers Fail to Generalize on Time Series Forecasting and Beyond

Chiwun Yang, Yekun Ke, Yingyu Liang, Zhao Song, Zhenmei Shi

arxiv:2412.06061 v2 · 2024-12-08 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{E7G4D6FJGNANNEAH2WLNRPCWRT}

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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

Time Series Forecasting Through the Lens of Dynamics

Receipt and verification

First computed	2026-07-05T10:22:10.975612Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27cdc1f8a93340d69007d596d8bc568cf758575d974ef466754935588a0ecdbf

Aliases

arxiv: 2412.06061 · arxiv_version: 2412.06061v2 · doi: 10.48550/arxiv.2412.06061 · pith_short_12: E7G4D6FJGNAN · pith_short_16: E7G4D6FJGNANNEAH · pith_short_8: E7G4D6FJ

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/E7G4D6FJGNANNEAH2WLNRPCWRT \
  | 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: 27cdc1f8a93340d69007d596d8bc568cf758575d974ef466754935588a0ecdbf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c7efb53490533b2dbaf4d56dd8a2b9ae1f76d82c732a5583abd844cae98b931b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-08T20:29:06Z",
    "title_canon_sha256": "a618aa8b51b9c4e9d3fd021966de189a505f61c6820487e70efbd7886a0c3940"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.06061",
    "kind": "arxiv",
    "version": 2
  }
}