Pith Number

pith:6EYGIW6S

pith:2025:6EYGIW6SQBGKZIHUCKOTQNRCEF

not attested not anchored not stored refs pending

Bridging Generalization and Personalization in Human Activity Recognition via On-Device Few-Shot Learning

Bo Zhou, Julian Moosmann, Mengxi Liu, Michele Magno, Paul Lukowicz, Pixi Kang, Sizhen Bian

arxiv:2508.15413 v3 · 2025-08-21 · 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{6EYGIW6SQBGKZIHUCKOTQNRCEF}

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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

Foundation Models Defining A New Era In Sensor-based Human Activity Recognition: A Survey And Outlook

Receipt and verification

First computed	2026-07-05T12:06:18.385202Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f130645bd2804caca0f4129d3836222143e324cd715fb23ed1002636513ebc89

Aliases

arxiv: 2508.15413 · arxiv_version: 2508.15413v3 · doi: 10.48550/arxiv.2508.15413 · pith_short_12: 6EYGIW6SQBGK · pith_short_16: 6EYGIW6SQBGKZIHU · pith_short_8: 6EYGIW6S

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/6EYGIW6SQBGKZIHUCKOTQNRCEF \
  | 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: f130645bd2804caca0f4129d3836222143e324cd715fb23ed1002636513ebc89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad0be90551a2d8f62dad849c29a0c4fa62bb90489b867b57222013d1a5e5ced2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-21T10:08:20Z",
    "title_canon_sha256": "ece3c2da52662d6ff9e488b04946c073ebf3e9f0c9630dc3679226efc2afab8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.15413",
    "kind": "arxiv",
    "version": 3
  }
}