Pith Number

pith:7YEVGP25

pith:2026:7YEVGP254RVYAVFEW7VZ6TDUPK

not attested not anchored not stored refs pending

What Training Data Teaches RL Memory Agents: An Empirical Study of Curriculum Effects in Memory-Augmented QA

Jialun Wu, Qiyang Xie, Shuai Xiao, Su Liu, Weikai Zhou, Xinjie He, Zhiyuan Lin

arxiv:2605.23067 v1 · 2026-05-21 · 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{7YEVGP254RVYAVFEW7VZ6TDUPK}

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.

Receipt and verification

First computed	2026-05-25T02:01:37.011698Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fe09533f5de46b8054a4b7eb9f4c747a98e3f213b9d7807359fb57c804d6b12b

Aliases

arxiv: 2605.23067 · arxiv_version: 2605.23067v1 · doi: 10.48550/arxiv.2605.23067 · pith_short_12: 7YEVGP254RVY · pith_short_16: 7YEVGP254RVYAVFE · pith_short_8: 7YEVGP25

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/7YEVGP254RVYAVFEW7VZ6TDUPK \
  | 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: fe09533f5de46b8054a4b7eb9f4c747a98e3f213b9d7807359fb57c804d6b12b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5be5b0a684555a22c5698768dfad92365670060eb9999c2e437d32ef36df782a",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-05-21T21:58:10Z",
    "title_canon_sha256": "e993ef2584f4bfccb28d11a693ce26086d02c97fbe05f9360badb03365a08d3a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.23067",
    "kind": "arxiv",
    "version": 1
  }
}