Pith Number

pith:2DUL3JSH

pith:2024:2DUL3JSHPRNATVGV3T56X5ODW5

not attested not anchored not stored refs pending

A Comprehensive Survey of Accelerated Generation Techniques in Large Language Models

Aman Chadha, Mahsa Khoshnoodi, Malavika Srikanth, Mingye Gao, Vinija Jain

arxiv:2405.13019 v2 · 2024-05-15 · cs.CL · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2DUL3JSHPRNATVGV3T56X5ODW5}

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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

4 papers in Pith

Mitigating Mask Prior Drift and Positional Attention Collapse in Large Diffusion Vision-Language Models

An Empirical Study of Speculative Decoding on Software Engineering Tasks

Network Edge Inference for Large Language Models: Principles, Techniques, and Opportunities

Receipt and verification

First computed	2026-07-05T08:22:40.947253Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d0e8bda6477c5a09d4d5dcfbebf5c3b75cab5cfb147d43986485877d94e6c25d

Aliases

arxiv: 2405.13019 · arxiv_version: 2405.13019v2 · doi: 10.48550/arxiv.2405.13019 · pith_short_12: 2DUL3JSHPRNA · pith_short_16: 2DUL3JSHPRNATVGV · pith_short_8: 2DUL3JSH

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/2DUL3JSHPRNATVGV3T56X5ODW5 \
  | 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: d0e8bda6477c5a09d4d5dcfbebf5c3b75cab5cfb147d43986485877d94e6c25d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38d23d18e1572a3a169f08946fd2c599d97bee203706f67c666be34b4d28cfd4",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-05-15T07:36:56Z",
    "title_canon_sha256": "3cef480a5392f289637c96c10d8e3a0f4822ff003fc654ba7ed60dd47d62ce75"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.13019",
    "kind": "arxiv",
    "version": 2
  }
}