Pith Number

pith:XCQHBLZT

pith:2021:XCQHBLZTC4SDWNT4RBEZY6GIYH

not attested not anchored not stored refs pending

On the Difficulty of Generalizing Reinforcement Learning Framework for Combinatorial Optimization

Kui Wu, Mostafa Pashazadeh

arxiv:2108.03713 v1 · 2021-08-08 · 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{XCQHBLZTC4SDWNT4RBEZY6GIYH}

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

1 paper in Pith

Efficient Multi-user Offloading of Personalized Diffusion Models: A DRL-Convex Hybrid Solution

Receipt and verification

First computed	2026-07-05T03:04:08.724038Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b8a070af3317243b367c88499c78c8c1d1a474e9fd7f315037c79bd9fba17280

Aliases

arxiv: 2108.03713 · arxiv_version: 2108.03713v1 · doi: 10.48550/arxiv.2108.03713 · pith_short_12: XCQHBLZTC4SD · pith_short_16: XCQHBLZTC4SDWNT4 · pith_short_8: XCQHBLZT

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/XCQHBLZTC4SDWNT4RBEZY6GIYH \
  | 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: b8a070af3317243b367c88499c78c8c1d1a474e9fd7f315037c79bd9fba17280

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "28ffec0199a879e6ae509e061f3dc041afa7a0f13c150b3a6ebeb9181803bc65",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-08T19:12:04Z",
    "title_canon_sha256": "b3ce70617f8f81b15fd2bf6a5c2c712d09138410957e57dfa1652b25e566bd0f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.03713",
    "kind": "arxiv",
    "version": 1
  }
}