Pith Number

pith:XLRAJSRM

pith:2025:XLRAJSRMIUQGTHSYMCG25TOFNN

not attested not anchored not stored refs pending

From Values to Tokens: An LLM-Driven Framework for Context-aware Time Series Forecasting via Symbolic Discretization

Bokai Pan, Changqing Zhang, Daoyu Wang, Mingyue Cheng, Shijin Wang, Shilong Zhang, Tingyue Pan, Xiaoyu Tao

arxiv:2508.09191 v2 · 2025-08-08 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XLRAJSRMIUQGTHSYMCG25TOFNN}

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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

CastFlow: Learning Role-Specialized Agentic Workflows for Time Series Forecasting

Receipt and verification

First computed	2026-06-19T16:11:12.219949Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bae204ca2c4520699e58608daecdc56b70b0241c05949237f7c03d8f52f28fa6

Aliases

arxiv: 2508.09191 · arxiv_version: 2508.09191v2 · doi: 10.48550/arxiv.2508.09191 · pith_short_12: XLRAJSRMIUQG · pith_short_16: XLRAJSRMIUQGTHSY · pith_short_8: XLRAJSRM

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/XLRAJSRMIUQGTHSYMCG25TOFNN \
  | 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: bae204ca2c4520699e58608daecdc56b70b0241c05949237f7c03d8f52f28fa6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "da186ece1f459d2813035956b91d21d12a54d04e58d986eb2c144e5717a06729",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-08T03:51:08Z",
    "title_canon_sha256": "4895c1cf8c509283a1eb25509b51b6159c8b1bbbf0db93bee6e5af8c4612d8bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.09191",
    "kind": "arxiv",
    "version": 2
  }
}