Pith Number

pith:JJAGYA6T

pith:2018:JJAGYA6T6LHFLNL6VOMIALU743

not attested not anchored not stored refs pending

Experience Replay for Continual Learning

Arun Ahuja, David Rolnick, Greg Wayne, Jonathan Schwarz, Timothy P. Lillicrap

arxiv:1811.11682 v2 · 2018-11-28 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{JJAGYA6T6LHFLNL6VOMIALU743}

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

4 papers in Pith

Episodic-to-Semantic Consolidation Without Identity Drift

Forgetting in Language Models: Capacity, Optimization, and Self-Generated Replay

TextBoost: Boosting Text Encoder for Personalized Text-to-Image Generation

Early Data Exposure Improves Robustness to Subsequent Fine-Tuning

Receipt and verification

First computed	2026-07-05T00:21:47.794753Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4a406c03d3f2ce55b57eab98802e9fe6eb02329462ce8535926715df5388759d

Aliases

arxiv: 1811.11682 · arxiv_version: 1811.11682v2 · doi: 10.48550/arxiv.1811.11682 · pith_short_12: JJAGYA6T6LHF · pith_short_16: JJAGYA6T6LHFLNL6 · pith_short_8: JJAGYA6T

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/JJAGYA6T6LHFLNL6VOMIALU743 \
  | 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: 4a406c03d3f2ce55b57eab98802e9fe6eb02329462ce8535926715df5388759d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a04d9eeb9c546b2f574ee5693b85a52648627fb91fbf77df546ad60e777f5e86",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-11-28T17:04:27Z",
    "title_canon_sha256": "e18453f2abdf6491023f1898bc1b1261dd4b675e1781373a2a2add8ccacdde13"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1811.11682",
    "kind": "arxiv",
    "version": 2
  }
}