Pith Number

pith:TFPJYFRB

pith:2024:TFPJYFRBLKZR323NZWZIFD2NAW

not attested not anchored not stored refs pending

Beyond the Heatmap: A Rigorous Evaluation of Component Impact in MCTS-Based TSP Solvers

Chaolong Ying, Chenguang Wang, Tianshu Yu, Xuanhao Pan, Ye Xue

arxiv:2411.09238 v2 · 2024-11-14 · 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{TFPJYFRBLKZR323NZWZIFD2NAW}

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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

2 papers in Pith

GRIMIP: A General Framework for Instance-Specific Configuration of MIP Solvers Using LLMs

Quantum-enhanced Monte Carlo Tree Search framework for combinatorial optimization problems

Receipt and verification

First computed	2026-07-05T11:03:53.875998Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

995e9c16215ab31deb6dcdb2828f4d0598a5141e2769379afe192b5df734d51c

Aliases

arxiv: 2411.09238 · arxiv_version: 2411.09238v2 · doi: 10.48550/arxiv.2411.09238 · pith_short_12: TFPJYFRBLKZR · pith_short_16: TFPJYFRBLKZR323N · pith_short_8: TFPJYFRB

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/TFPJYFRBLKZR323NZWZIFD2NAW \
  | 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: 995e9c16215ab31deb6dcdb2828f4d0598a5141e2769379afe192b5df734d51c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "905de36ae3c0037b65f6b59eb1bfaae4f29b781f60762be2bb041609a74521f9",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-14T07:13:08Z",
    "title_canon_sha256": "6d8a737f9642a46f2efc99ad9ce5a0d1a4a6bfcc01fe8f7aa48ddcc84536ffa0"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.09238",
    "kind": "arxiv",
    "version": 2
  }
}