Pith Number

pith:GDAQCDBW

pith:2025:GDAQCDBWM2AOS45AQMGNRLNIOL

not attested not anchored not stored refs pending

Dynamic Cheatsheet: Test-Time Learning with Adaptive Memory

Dan Jurafsky, Federico Bianchi, James Zou, Mert Yuksekgonul, Mirac Suzgun

arxiv:2504.07952 v1 · 2025-04-10 · cs.LG · cs.CL

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GDAQCDBWM2AOS45AQMGNRLNIOL}

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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

24 papers in Pith

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KBSpec: LLM-driven Formal Specification Generation with Evolving Domain Knowledge Base

Continual Self-Improvement with Lightweight Experiential Latent Memories

When Rules Learn: A Self-Evolving Agent for Legal Case Retrieval

From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

Receipt and verification

First computed	2026-07-05T10:47:22.461608Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

30c1010c366680e973a0830cd8ada872deffaf934db6edc43b200484420fcf71

Aliases

arxiv: 2504.07952 · arxiv_version: 2504.07952v1 · doi: 10.48550/arxiv.2504.07952 · pith_short_12: GDAQCDBWM2AO · pith_short_16: GDAQCDBWM2AOS45A · pith_short_8: GDAQCDBW

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/GDAQCDBWM2AOS45AQMGNRLNIOL \
  | 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: 30c1010c366680e973a0830cd8ada872deffaf934db6edc43b200484420fcf71

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0332f7ec5496f2189c6ae3702be774263d2dcd3e5cfddd966632e737dc210afa",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-10T17:57:33Z",
    "title_canon_sha256": "deb7334556d46d3a5c03fcf5f0920910973cc6d3edfe83657e5b47885d8d09bb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.07952",
    "kind": "arxiv",
    "version": 1
  }
}