Pith Number

pith:ET4F4BLB

pith:2025:ET4F4BLBRVYFP7UWJKIGT4EXMT

not attested not anchored not stored refs pending

Enhancing Reasoning with Collaboration and Memory

Julie Michelman, Matthew Abueg, Nasrin Baratalipour

arxiv:2503.05944 v1 · 2025-03-07 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ET4F4BLBRVYFP7UWJKIGT4EXMT}

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

5 papers in Pith

Escaping the Self-Confirmation Trap: An Execute-Distill-Verify Paradigm for Agentic Experience Learning

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications

From Human Memory to AI Memory: A Survey on Memory Mechanisms in the Era of LLMs

A Comprehensive Survey on Agent Skills: Taxonomy, Techniques, and Applications

Receipt and verification

First computed	2026-07-05T10:26:49.769179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

24f85e05618d7057fe964a9069f09764dc45e0cdb1d5fa0782012865b28d01e5

Aliases

arxiv: 2503.05944 · arxiv_version: 2503.05944v1 · doi: 10.48550/arxiv.2503.05944 · pith_short_12: ET4F4BLBRVYF · pith_short_16: ET4F4BLBRVYFP7UW · pith_short_8: ET4F4BLB

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/ET4F4BLBRVYFP7UWJKIGT4EXMT \
  | 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: 24f85e05618d7057fe964a9069f09764dc45e0cdb1d5fa0782012865b28d01e5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3f992ac6d3dbcb0083d584b64334b893abda08dd268e90643b8d63885e63556",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-07T21:19:21Z",
    "title_canon_sha256": "ac46360e7d4022b7b69521fe06961dbe28044acc4bb63f8c1806ecc3c70185cb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.05944",
    "kind": "arxiv",
    "version": 1
  }
}