Pith Number

pith:VV6RDN7E

pith:2025:VV6RDN7E3BZ6ODEFON2WYHQPVL

not attested not anchored not stored refs pending

Adapting LLMs to Time Series Forecasting via Temporal Heterogeneity Modeling and Semantic Alignment

Chee Keong Kwoh, Emadeldeen Eldele, Min Wu, Qinghua Hu, Wenzhe Niu, Yanru Sun, Yucheng Wang, Zongxia Xie

arxiv:2508.07195 v1 · 2025-08-10 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{VV6RDN7E3BZ6ODEFON2WYHQPVL}

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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

3 papers in Pith

InA-Probe: Instruction-Aware Active Probing for Time Series Forecasting with LLMs

On the Controllability-Fidelity Frontier in Diffusion Editing

Latent-Compressed Variational Autoencoder for Video Diffusion Models

Receipt and verification

First computed	2026-07-05T11:51:42.253861Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad7d11b7e4d873e70c8573756c1e0faadf0f386a51e76219fd02a752f343a3c4

Aliases

arxiv: 2508.07195 · arxiv_version: 2508.07195v1 · doi: 10.48550/arxiv.2508.07195 · pith_short_12: VV6RDN7E3BZ6 · pith_short_16: VV6RDN7E3BZ6ODEF · pith_short_8: VV6RDN7E

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/VV6RDN7E3BZ6ODEFON2WYHQPVL \
  | 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: ad7d11b7e4d873e70c8573756c1e0faadf0f386a51e76219fd02a752f343a3c4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9843fa1ae3924c15bfa2c846eba685799b2cb9b210a1e01023f67d6420d839f6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2025-08-10T06:06:19Z",
    "title_canon_sha256": "97bc20fbfbf0e234be51d80864bc745cc42074f74e2ac80b7f636afa707e8264"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.07195",
    "kind": "arxiv",
    "version": 1
  }
}