Pith Number

pith:LMQY3EFK

pith:2024:LMQY3EFKHVGPJ3WHN67GC3JBYL

not attested not anchored not stored refs pending

Reverse Forward Curriculum Learning for Extreme Sample and Demonstration Efficiency in Reinforcement Learning

Arth Shukla, Hao Su, Stone Tao, Tse-kai Chan

arxiv:2405.03379 v1 · 2024-05-06 · cs.LG · cs.AI · cs.RO

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LMQY3EFKHVGPJ3WHN67GC3JBYL}

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

2 papers in Pith

Grasp-Then-Plan with Failure Attribution: A Closed Two-Stage Framework for Precise and Generalizable Robotic Manipulation

RL-AWB: Deep Reinforcement Learning for Auto White Balance Correction in Low-Light Night-time Scenes

Receipt and verification

First computed	2026-07-05T08:16:02.250102Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b218d90aa3d4cf4eec76fbe616d21c2cc1da1472a57fd1c4c71eead804286ae

Aliases

arxiv: 2405.03379 · arxiv_version: 2405.03379v1 · doi: 10.48550/arxiv.2405.03379 · pith_short_12: LMQY3EFKHVGP · pith_short_16: LMQY3EFKHVGPJ3WH · pith_short_8: LMQY3EFK

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/LMQY3EFKHVGPJ3WHN67GC3JBYL \
  | 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: 5b218d90aa3d4cf4eec76fbe616d21c2cc1da1472a57fd1c4c71eead804286ae

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8638615d0e046934daaea0ba46583f4b3daf2d4873d2f567bb28bff91276aa44",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.RO"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-06T11:33:12Z",
    "title_canon_sha256": "0bfce0a8adf81fca1aea8d08ce795fb6324e2a2113d7ed364c54db0b6a225785"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03379",
    "kind": "arxiv",
    "version": 1
  }
}