Pith Number

pith:IFY5T4RP

pith:2025:IFY5T4RP7WMSMW4GWHJBZQQO65

not attested not anchored not stored refs pending

The Future of Continual Learning in the Era of Foundation Models: Three Key Directions

Elia Piccoli, Eric Nuertey Coleman, Jack Bell, Lanpei Li, Luigi Quarantiello, Malio Li, Mauro Madeddu, Vincenzo Lomonaco

arxiv:2506.03320 v1 · 2025-06-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFY5T4RP7WMSMW4GWHJBZQQO65}

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

3 papers in Pith

ANNEAL: Adapting LLM Agents via Governed Symbolic Patch Learning

PMF-CL: Pareto-Minimal-Forgetting Continual Learner for Conflicting Tasks

Receipt and verification

First computed	2026-07-05T11:15:25.061127Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4171d9f22ffd99265b86b1d21cc20ef77db5291085fe4fde4538818799929676

Aliases

arxiv: 2506.03320 · arxiv_version: 2506.03320v1 · doi: 10.48550/arxiv.2506.03320 · pith_short_12: IFY5T4RP7WMS · pith_short_16: IFY5T4RP7WMSMW4G · pith_short_8: IFY5T4RP

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/IFY5T4RP7WMSMW4GWHJBZQQO65 \
  | 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: 4171d9f22ffd99265b86b1d21cc20ef77db5291085fe4fde4538818799929676

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "17b6815a003fe7619c712eaaff19c44a3815e7c1bbaeb4ba619c66f998e5ee4b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T19:06:41Z",
    "title_canon_sha256": "76958b4d5efaa5ff1a7133c3147afeeb3ebccd81da35a4d56ce80664e6c79de3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.03320",
    "kind": "arxiv",
    "version": 1
  }
}