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Pith Number

pith:5L4LIMTG

pith:2026:5L4LIMTGMIVJC53MWCZ2UIVR7M
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Beyond Static Models: An Evolving Framework for Continual Learning in Large Language Models across Training Stages

Hongfei Ye, Hongyang Chen, Kunchi Li, Xuemin Lin, Zhongwu Sun

arxiv:2603.12658 v2 · 2026-03-13 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{5L4LIMTGMIVJC53MWCZ2UIVR7M}

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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

5 papers in Pith

Continual Learning for Sequential Personalization of Small Language Models: A Stability Monitoring Analysis
Self-Consolidating Language Models: Continual Knowledge Incorporation from Context
Hidden Failure Modes of Gradient Modification under Adam in Continual Learning, and Adaptive Decoupled Moment Routing as a Repair
Externalization in LLM Agents: A Unified Review of Memory, Skills, Protocols and Harness Engineering
Self-Consolidating Language Models: Continual Knowledge Incorporation from Context
Receipt and verification
First computed 2026-08-11T01:24:40.609785Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

eaf8b43266622a91776cb0b3aa22b1fb399a105ec6bfcc7e7f8a6cc9f5a747f8

Aliases

arxiv: 2603.12658 · arxiv_version: 2603.12658v2 · doi: 10.48550/arxiv.2603.12658 · pith_short_12: 5L4LIMTGMIVJ · pith_short_16: 5L4LIMTGMIVJC53M · pith_short_8: 5L4LIMTG
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/5L4LIMTGMIVJC53MWCZ2UIVR7M \
  | 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: eaf8b43266622a91776cb0b3aa22b1fb399a105ec6bfcc7e7f8a6cc9f5a747f8
Canonical record JSON 
{
  "metadata": {
    "abstract_canon_sha256": "5d04b3cfcec064d4c3c5d84edf6f9bd4d37afef4a0c1a6d6fc0e671b5897ee6a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-03-13T05:01:25Z",
    "title_canon_sha256": "d3f4e48492c0c64fb7db0a674209ff89476c6f4f014dcc701aedb273ef05dd64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2603.12658",
    "kind": "arxiv",
    "version": 2
  }
}