Pith Number

pith:IWZK2MBO

pith:2023:IWZK2MBOGHSKUL2P33AR73DZ3Z

not attested not anchored not stored refs pending

FAMO: Fast Adaptive Multitask Optimization

Bo Liu, Peter Stone, Qiang Liu, Yihao Feng

arxiv:2306.03792 v3 · 2023-06-06 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IWZK2MBOGHSKUL2P33AR73DZ3Z}

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

Exploring Line Bundle Standard Models with Transformers

GPU-Parallel Multi-Task Reinforcement Learning with Demonstration Guided Policy Optimization

TOPPO: Rethinking PPO for Multi-Task Reinforcement Learning with Critic Balancing

Receipt and verification

First computed	2026-07-05T07:06:29.438895Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

45b2ad302e31e4aa2f4fdec11fec79de66c7da3d2cbdbdc56a4858c38a3050c2

Aliases

arxiv: 2306.03792 · arxiv_version: 2306.03792v3 · doi: 10.48550/arxiv.2306.03792 · pith_short_12: IWZK2MBOGHSK · pith_short_16: IWZK2MBOGHSKUL2P · pith_short_8: IWZK2MBO

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/IWZK2MBOGHSKUL2P33AR73DZ3Z \
  | 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: 45b2ad302e31e4aa2f4fdec11fec79de66c7da3d2cbdbdc56a4858c38a3050c2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d9fe033c24e5d2bf2209b08d14d9e4863602db05ddde220957d8847ef603263f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-06T15:39:54Z",
    "title_canon_sha256": "17af162d4a2cad779c39e23a56e906090475ecc1d8510c796f1c8c639b67e1ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.03792",
    "kind": "arxiv",
    "version": 3
  }
}