Pith Number

pith:UHSSIVTS

pith:2018:UHSSIVTSDCZQA5P53PDRHKCOKD

not attested not anchored not stored refs pending

Universal Successor Features Approximators

Andr\'e Barreto, Daniel Mankowitz, David Silver, Diana Borsa, Hado van Hasselt, John Quan, R\'emi Munos, Tom Schaul

arxiv:1812.07626 v1 · 2018-12-18 · 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{UHSSIVTSDCZQA5P53PDRHKCOKD}

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

When Dynamics Shift, Robust Task Inference Wins: Offline Imitation Learning with Behavior Foundation Models Revisited

Intention-Conditioned Flow Occupancy Models

Preemptive Solving of Future Problems: Multitask Preplay in Humans and Machines

Robust Remote Reinforcement Learning over Unreliable Communication Channels using Homomorphic State Encoding

Receipt and verification

First computed	2026-05-17T23:57:56.514939Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1e524567218b30075fddbc713a84e50fdeb8042c472a4a39dae9442cc5090a5

Aliases

arxiv: 1812.07626 · arxiv_version: 1812.07626v1 · doi: 10.48550/arxiv.1812.07626 · pith_short_12: UHSSIVTSDCZQ · pith_short_16: UHSSIVTSDCZQA5P5 · pith_short_8: UHSSIVTS

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/UHSSIVTSDCZQA5P53PDRHKCOKD \
  | 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: a1e524567218b30075fddbc713a84e50fdeb8042c472a4a39dae9442cc5090a5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85be2f7c39898ab0d5624ceaeaf3a1b3f02afe3bcf6055ea4197f032bc8cbe64",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-12-18T20:01:41Z",
    "title_canon_sha256": "8b16ecf3597c7a6fa48ddddbd10fd1ac3beae9007d13825ab54cdab086285c1f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1812.07626",
    "kind": "arxiv",
    "version": 1
  }
}