pith. sign in
Pith Number

pith:SQ5GF5AB

pith:2026:SQ5GF5AB557ZZ3HJ73Y4T2IMJU
not attested not anchored not stored refs pending

Forget to Improve: On-Device LLM-Agent Continual Learning via Budget-Curated Memory

Beining Wu, Jun Huang, Yanxiao Zhao, Zihao Ding

arxiv:2606.25115 v1 · 2026-06-23 · cs.LG · cs.NI

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SQ5GF5AB557ZZ3HJ73Y4T2IMJU}

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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.
Receipt and verification
First computed 2026-06-25T00:18:18.469682Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

943a62f401ef7f9cece9fef1c9e90c4d3aec9dbd6a57d1c8e8ec4e04876f1314

Aliases

arxiv: 2606.25115 · arxiv_version: 2606.25115v1 · doi: 10.48550/arxiv.2606.25115 · pith_short_12: SQ5GF5AB557Z · pith_short_16: SQ5GF5AB557ZZ3HJ · pith_short_8: SQ5GF5AB
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SQ5GF5AB557ZZ3HJ73Y4T2IMJU \
  | 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: 943a62f401ef7f9cece9fef1c9e90c4d3aec9dbd6a57d1c8e8ec4e04876f1314
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7a7f54a7254c3176eea5f2c49808357e7cf835ba65a1bc0a28d97d2b40915fd1",
    "cross_cats_sorted": [
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-23T19:42:07Z",
    "title_canon_sha256": "3cbf11077db5ac8f6ba7ab10b5b09f1b52fb30668c8351fcbcef00a2420ecdd7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.25115",
    "kind": "arxiv",
    "version": 1
  }
}