Pith Number

pith:QVC6FOMP

pith:2026:QVC6FOMPS7XQ2UHU4JHLTORKVK

not attested not anchored not stored refs pending

TRAFA: Anticipating User Actions to Reduce Errors in Procedural Tasks with Predictive Feedback

Dominik Bach, Fatemeh Jabbari, Juergen Gall, Lars Doorenbos, Marius Bock, Sassan Mokhtar

arxiv:2605.24526 v1 · 2026-05-23 · cs.HC · 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{QVC6FOMPS7XQ2UHU4JHLTORKVK}

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	2026-05-26T01:03:44.513941Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8545e2b98f97ef0d50f4e24eb9ba2aaa826778063720d500e44d55a70991aa47

Aliases

arxiv: 2605.24526 · arxiv_version: 2605.24526v1 · doi: 10.48550/arxiv.2605.24526 · pith_short_12: QVC6FOMPS7XQ · pith_short_16: QVC6FOMPS7XQ2UHU · pith_short_8: QVC6FOMP

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/QVC6FOMPS7XQ2UHU4JHLTORKVK \
  | 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: 8545e2b98f97ef0d50f4e24eb9ba2aaa826778063720d500e44d55a70991aa47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1630234dfe3e687bfab77e6f67b888a21d0abce5865aaf1633bdcb653c98fe70",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2026-05-23T11:29:15Z",
    "title_canon_sha256": "7b1c8f4232d79734fd3673efb605657cbf43874386413562e5fb366edbbf44fb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.24526",
    "kind": "arxiv",
    "version": 1
  }
}