Pith Number

pith:PTQPE4BS

pith:2024:PTQPE4BS5DPNJB5FTNM2AZWL5P

not attested not anchored not stored refs pending

Forecast-PEFT: Parameter-Efficient Fine-Tuning for Pre-trained Motion Forecasting Models

Alexandre Alahi, Jifeng Wang, Juergen Gall, Kaouther Messaoud, Yuejiang Liu

arxiv:2407.19564 v1 · 2024-07-28 · cs.CV · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PTQPE4BS5DPNJB5FTNM2AZWL5P}

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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

Interaction-Merged Motion Planning: Effectively Leveraging Diverse Motion Datasets for Robust Planning

Receipt and verification

First computed	2026-07-05T08:49:41.513958Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ce0f27032e8ded487a59b59a066cbebca9787fa19ffb5022216eeea5f88c77c

Aliases

arxiv: 2407.19564 · arxiv_version: 2407.19564v1 · doi: 10.48550/arxiv.2407.19564 · pith_short_12: PTQPE4BS5DPN · pith_short_16: PTQPE4BS5DPNJB5F · pith_short_8: PTQPE4BS

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/PTQPE4BS5DPNJB5FTNM2AZWL5P \
  | 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: 7ce0f27032e8ded487a59b59a066cbebca9787fa19ffb5022216eeea5f88c77c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5671416c007d56a0736425e4e42f87afdd080a8493c1571b28e5dee1ec869e39",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-07-28T19:18:59Z",
    "title_canon_sha256": "c7138d8c963c287c33e3064ed3ac1b85274ab6c0f0349a0f0e333922a361c81a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19564",
    "kind": "arxiv",
    "version": 1
  }
}