Pith Number

pith:NHNTR74P

pith:2025:NHNTR74PUOFEG5O7H2MFXIZAQL

not attested not anchored not stored refs pending

Integrating Human Feedback into a Reinforcement Learning-Based Framework for Adaptive User Interfaces

Daniel Gaspar-Figueiredo, Emilio Insfran, Marta Fern\'andez-Diego, Silvia Abrah\~ao

arxiv:2504.20782 v1 · 2025-04-29 · cs.HC · cs.SE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NHNTR74PUOFEG5O7H2MFXIZAQL}

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	2026-07-05T10:55:48.689214Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

69db38ff8fa38a4375df3e985ba32082def4358ed2bdc59414ca37a810d0e158

Aliases

arxiv: 2504.20782 · arxiv_version: 2504.20782v1 · doi: 10.48550/arxiv.2504.20782 · pith_short_12: NHNTR74PUOFE · pith_short_16: NHNTR74PUOFEG5O7 · pith_short_8: NHNTR74P

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/NHNTR74PUOFEG5O7H2MFXIZAQL \
  | 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: 69db38ff8fa38a4375df3e985ba32082def4358ed2bdc59414ca37a810d0e158

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "689851baa1a4ba4c244bcf376cc1e054034bdcb2eeb31f9285e6071c4e96178f",
    "cross_cats_sorted": [
      "cs.SE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2025-04-29T14:00:22Z",
    "title_canon_sha256": "3787f3ff26ab4b3822cd0f4d8ff921356f92d3e427d7cdd88135a0674107a1a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.20782",
    "kind": "arxiv",
    "version": 1
  }
}