Pith Number

pith:UZ3CUIEO

pith:2025:UZ3CUIEO2ZMSRGRXYOY2KOL7CO

not attested not anchored not stored refs pending

DynaPrompt: Dynamic Test-Time Prompt Tuning

Cees G. M. Snoek, Jack Hong, Jiayin Cai, Jiayi Shen, Qi Wang, Shilin Yan, Xiaolong Jiang, Yao Hu, Zehao Xiao

arxiv:2501.16404 v1 · 2025-01-27 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UZ3CUIEO2ZMSRGRXYOY2KOL7CO}

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.

Cited by

1 paper in Pith

ComMem: Complementary Memory Systems for Test-Time Adaptation of Vision-Language Models

Receipt and verification

First computed	2026-07-05T10:06:33.321890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6762a208ed659289a37c3b1a5397f13ab63ee68372debf78403d2a4df5c83cd

Aliases

arxiv: 2501.16404 · arxiv_version: 2501.16404v1 · doi: 10.48550/arxiv.2501.16404 · pith_short_12: UZ3CUIEO2ZMS · pith_short_16: UZ3CUIEO2ZMSRGRX · pith_short_8: UZ3CUIEO

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/UZ3CUIEO2ZMSRGRXYOY2KOL7CO \
  | 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: a6762a208ed659289a37c3b1a5397f13ab63ee68372debf78403d2a4df5c83cd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b56cbd6aff6d55cad2926358783bd113fe6478c02de650524e22cb81464e3f24",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-27T09:10:06Z",
    "title_canon_sha256": "fc2de7e00d326730dd8a7ce8efdfa3231385f4a74891f326cdfdaf165585821e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.16404",
    "kind": "arxiv",
    "version": 1
  }
}