Pith Number

pith:HSCSJ2LB

pith:2024:HSCSJ2LBX4QE4WEPVX76XOS7EA

not attested not anchored not stored refs pending

t-DGR: A Trajectory-Based Deep Generative Replay Method for Continual Learning in Decision Making

Bo Liu, Peter Stone, William Yue

arxiv:2401.02576 v2 · 2024-01-04 · cs.LG · cs.AI · cs.NE

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HSCSJ2LBX4QE4WEPVX76XOS7EA}

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

1 paper in Pith

World Action Models Enable Continual Imitation Learning with Recurrent Generative Replays

Receipt and verification

First computed	2026-07-05T08:32:34.531178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3c8524e961bf204e588fadffebba5f2024c7946c02ff9a99dbf870249e80f76d

Aliases

arxiv: 2401.02576 · arxiv_version: 2401.02576v2 · doi: 10.48550/arxiv.2401.02576 · pith_short_12: HSCSJ2LBX4QE · pith_short_16: HSCSJ2LBX4QE4WEP · pith_short_8: HSCSJ2LB

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/HSCSJ2LBX4QE4WEPVX76XOS7EA \
  | 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: 3c8524e961bf204e588fadffebba5f2024c7946c02ff9a99dbf870249e80f76d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a4ce221b897b48fe38946b1ea13149762d15cd5f59eb36770b06579c41a615b4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NE"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-04T23:44:35Z",
    "title_canon_sha256": "d24ff21711f8d8b20c921a7585d6acbbf6d58be95cdfef1d72ce434b1a1e4ce6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.02576",
    "kind": "arxiv",
    "version": 2
  }
}