Pith Number

pith:HBQPO5R4

pith:2025:HBQPO5R4LVDZURLGPI5OO4E6LX

not attested not anchored not stored refs pending

Unifying Prediction and Explanation in Time-Series Transformers via Shapley-based Pretraining

Chang Xue, Jinming Xing, Qisen Cheng, Xiaoran Yang

arxiv:2501.15070 v1 · 2025-01-25 · cs.LG

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HBQPO5R4LVDZURLGPI5OO4E6LX}

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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

Revisiting LRP: Positional Attribution as the Missing Ingredient for Transformer Explainability

Receipt and verification

First computed	2026-07-05T10:05:23.919185Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3860f7763c5d479a45667a3ae7709e5de844fb655460b025afba1516386f140e

Aliases

arxiv: 2501.15070 · arxiv_version: 2501.15070v1 · doi: 10.48550/arxiv.2501.15070 · pith_short_12: HBQPO5R4LVDZ · pith_short_16: HBQPO5R4LVDZURLG · pith_short_8: HBQPO5R4

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/HBQPO5R4LVDZURLGPI5OO4E6LX \
  | 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: 3860f7763c5d479a45667a3ae7709e5de844fb655460b025afba1516386f140e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7f0baa0d5da140104b7ab193d452bb4dc5fe3efdf5011b6699e23609f24446c8",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-25T04:24:35Z",
    "title_canon_sha256": "ba617f6d17948134aa783142104e1dce8a20ecec6ddff2f27219b271c7d3109c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.15070",
    "kind": "arxiv",
    "version": 1
  }
}