Pith Number

pith:V4NOYPFF

pith:2020:V4NOYPFF5FCMPFM2A3HY7D5RAV

not attested not anchored not stored refs pending

Deep Reinforcement Learning amidst Lifelong Non-Stationarity

Annie Xie, Chelsea Finn, James Harrison

arxiv:2006.10701 v1 · 2020-06-18 · cs.LG · cs.AI · cs.RO · 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{V4NOYPFF5FCMPFM2A3HY7D5RAV}

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

Balancing Plasticity and Stability with Fast and Slow Successor Features

From Cumulative Constraints to Adaptive Runtime Safety Control for Nonstationary Reinforcement Learning

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

Receipt and verification

First computed	2026-07-05T01:11:20.399822Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

af1aec3ca5e944c7959a06cf8f8fb1056a94a16e359027ec6d2f84a6817c411f

Aliases

arxiv: 2006.10701 · arxiv_version: 2006.10701v1 · doi: 10.48550/arxiv.2006.10701 · pith_short_12: V4NOYPFF5FCM · pith_short_16: V4NOYPFF5FCMPFM2 · pith_short_8: V4NOYPFF

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/V4NOYPFF5FCMPFM2A3HY7D5RAV \
  | 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: af1aec3ca5e944c7959a06cf8f8fb1056a94a16e359027ec6d2f84a6817c411f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8e2e9329241f054a44509d300696c055396b00fd255045ee77dae519d36e69df",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-06-18T17:34:50Z",
    "title_canon_sha256": "28a39f9dfe48a5af5bf6b8bdb2296e0b58ca8ac1d54c997eec3baf1d334e4a95"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2006.10701",
    "kind": "arxiv",
    "version": 1
  }
}