Pith Number

pith:6JNZU2XT

pith:2026:6JNZU2XTU452AO2PIJYELRBYJO

not attested not anchored not stored refs pending

LLM as Forecasting Planner: Training-Free Text Conditioning for Time-Series Foundation Models

Dai Do, Dung Nguyen, Hung Le, Huu Hiep Nguyen, Minh Hoang Nguyen

arxiv:2607.24892 v1 · 2026-07-27 · 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{6JNZU2XTU452AO2PIJYELRBYJO}

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	2026-07-29T00:24:50.247024Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f25b9a6af3a73ba03b4f427045c4384b9ec3db51714b83ec0097f576714aa684

Aliases

arxiv: 2607.24892 · arxiv_version: 2607.24892v1 · doi: 10.48550/arxiv.2607.24892 · pith_short_12: 6JNZU2XTU452 · pith_short_16: 6JNZU2XTU452AO2P · pith_short_8: 6JNZU2XT

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/6JNZU2XTU452AO2PIJYELRBYJO \
  | 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: f25b9a6af3a73ba03b4f427045c4384b9ec3db51714b83ec0097f576714aa684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "385879b611627c50077ee528cafa1d16ebbf16469d66c315f6e34aa5eb285b6b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-07-27T15:02:40Z",
    "title_canon_sha256": "8a606ef749ea52f3d8902366fd6606ae0a9e6f641e6f2519a918d8a86d1f5f15"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.24892",
    "kind": "arxiv",
    "version": 1
  }
}