Pith Number

pith:EEGH5BPB

pith:2017:EEGH5BPB4KPYB4HQUHBFXLCKEX

not attested not anchored not stored refs pending

Continuous Adaptation via Meta-Learning in Nonstationary and Competitive Environments

Igor Mordatch, Ilya Sutskever, Maruan Al-Shedivat, Pieter Abbeel, Trapit Bansal, Yuri Burda

arxiv:1710.03641 v2 · 2017-10-10 · 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{EEGH5BPB4KPYB4HQUHBFXLCKEX}

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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

4 papers in Pith

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

Safe Continual Reinforcement Learning under Nonstationarity via Adaptive Safety Constraints

An Information-Theoretic Analysis of OOD Generalization in Meta-Reinforcement Learning

Self-Organizing Dual-Buffer Adaptive Clustering Experience Replay (SODACER) for Safe Reinforcement Learning in Optimal Control

Receipt and verification

First computed	2026-05-18T00:22:44.480649Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

210c7e85e1e29f80f0f0a1c25bac4a25c8da33c48d4a11cf3c5111a6b04f572a

Aliases

arxiv: 1710.03641 · arxiv_version: 1710.03641v2 · doi: 10.48550/arxiv.1710.03641 · pith_short_12: EEGH5BPB4KPY · pith_short_16: EEGH5BPB4KPYB4HQ · pith_short_8: EEGH5BPB

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/EEGH5BPB4KPYB4HQUHBFXLCKEX \
  | 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: 210c7e85e1e29f80f0f0a1c25bac4a25c8da33c48d4a11cf3c5111a6b04f572a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "235f08c7657fc444612530782aa403d43ef151e6e2034472c29df337aaac84c7",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-10-10T15:00:37Z",
    "title_canon_sha256": "ff5c0c49489bde70ca33eed6e0b72e214df2e3bc435aadc4ee2e26743703fb76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1710.03641",
    "kind": "arxiv",
    "version": 2
  }
}