SoftWater: Class-Aware Rate Allocation for Softmax Quantization | Paper Citation Record

Observation d23ad11c-ac73-4c34-8ebe-2034a1314552 · outbound

This paper cites AXELRAM: Quantize Once, Never Dequantize.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization AXELRAM: Quantize Once, Never Dequantize

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.500088Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b86eb8a-201c-4f20-a999-e14b9a084ba2 · outbound

This paper cites TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization TurboQuant: Online Vector Quantization with Near-optimal Distortion Rate

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.504805Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4ee110a-22d5-442b-8012-e351fb0510af · outbound

This paper cites QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QJL: 1-Bit Quantized JL Transform for KV Cache Quantization with Zero Overhead

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.509442Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b6a5747-1954-4ae4-bf7c-4c3d28b66a8a · outbound

This paper cites Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.513703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 235f8011-2932-4530-a385-a1158e7055cd · outbound

This paper cites Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.518037Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b2766b5d-917f-4429-9267-a68cece3f823 · outbound

This paper cites Mamba: Linear-Time Sequence Modeling with Selective State Spaces.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Mamba: Linear-Time Sequence Modeling with Selective State Spaces

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.522547Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5663b2f8-f976-49f4-b2b9-c8df948b83c0 · outbound

This paper cites an unresolved cited work.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Unresolved cited work

Reference 7

Resolution: verified exact; doi, observed 2026-08-16T00:26:53.041368Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation a7cc9b04-0212-42f1-861a-cc6d3e373acd · outbound

This paper cites Dissecting.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Dissecting

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.531203Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a87882a0-d631-46a5-aa02-dfc168befcf4 · outbound

This paper cites doi:10.48550/arXiv.2511.04063 , abstract =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization doi:10.48550/arXiv.2511.04063 , abstract =

Reference 9

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.914324Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d2b58a0a-0968-473b-a683-e1feb7c4afe9 · outbound

This paper cites doi:10.48550/arXiv.2511.10645 , abstract =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization doi:10.48550/arXiv.2511.10645 , abstract =

Reference 10

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.844119Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 97d65aba-40d7-4841-b922-d8b2986223cf · outbound

This paper cites SpinQuant: LLM quantization with learned rotations.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization SpinQuant: LLM quantization with learned rotations

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.543169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caf38226-9d49-482e-952b-e44c219443e1 · outbound

This paper cites doi:10.13140/RG.2.2.28167.37282 , abstract =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization doi:10.13140/RG.2.2.28167.37282 , abstract =

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.547272Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 87d1159e-4129-4b3d-921a-5cd31ba1d80a · outbound

This paper cites State-Free Inference of State-Space Models: The Transfer Function Approach.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization State-Free Inference of State-Space Models: The Transfer Function Approach

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.550784Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 087e4c9f-a18b-4f6b-b0b0-cc6c0789185e · outbound

This paper cites QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QuaRot: Outlier-Free 4-Bit Inference in Rotated LLMs

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.554740Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 831da614-fa9b-4ee5-9cad-f063f484c55e · outbound

This paper cites AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.558596Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1c4e79b-6d5f-4fa9-bc71-0e09d4070e1a · outbound

This paper cites Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Optimal Brain Compression: A Framework for Accurate Post-Training Quantization and Pruning

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.562222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 24b5c727-5a02-4075-92e2-fabc432917ce · outbound

This paper cites GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.566355Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3539eb1d-cc1c-4224-804f-874405855c10 · outbound

This paper cites QuIP: 2-Bit Quantization of Large Language Models With Guarantees.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QuIP: 2-Bit Quantization of Large Language Models With Guarantees

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.570859Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3d65f970-4d23-4d0e-a014-63b7c6df67a4 · outbound

This paper cites QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QuIP#: Even Better LLM Quantization with Hadamard Incoherence and Lattice Codebooks

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.575124Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 21c60d54-ce2e-48c9-8cd4-b389263751a6 · outbound

This paper cites Alignment-.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Alignment-

Reference 20

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.693420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ed628f4e-df81-4a71-a841-828e89b04848 · outbound

This paper cites Catastrophic Failure of LLM Unlearning via Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Catastrophic Failure of LLM Unlearning via Quantization

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.583018Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5c93bedd-ff1c-4c83-b3a4-13aa4f6ab65b · outbound

This paper cites and Colombo, Maurizio and Damiani, Ernesto and Asal, Rasool and Almemari, Al Anoud and Alhammadi, Yousof , month = dec, year =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization and Colombo, Maurizio and Damiani, Ernesto and Asal, Rasool and Almemari, Al Anoud and Alhammadi, Yousof , month = dec, year =

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.586838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36add2ab-5b41-4b9e-935b-7dca4107d409 · outbound

This paper cites QTIP: Quantization with Trellises and Incoherence Processing.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QTIP: Quantization with Trellises and Incoherence Processing

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.590478Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 28cce917-4049-48f3-9968-73e21502bab9 · outbound

This paper cites QLoRA: Efficient Finetuning of Quantized LLMs.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization QLoRA: Efficient Finetuning of Quantized LLMs

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.594380Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ccb1293b-471a-47cc-b055-fd365cefbbab · outbound

This paper cites LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.598410Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 19507ccb-c5c4-4a5b-b5aa-0353fc2272f0 · outbound

This paper cites Extreme Compression of Large Language Models via Additive Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Extreme Compression of Large Language Models via Additive Quantization

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.602354Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation af8f2fe6-fa14-4a05-b213-4163f423ebaf · outbound

This paper cites Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Killing Two Birds with One Stone: Quantization Achieves Privacy in Distributed Learning

Reference 27

Resolution: verified exact; local_arxiv, observed 2026-08-16T00:26:52.563153Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 74a6596e-74ea-4225-8938-7d94d2bdf475 · outbound

This paper cites Recipes for Pre-training LLMs with MXFP8.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Recipes for Pre-training LLMs with MXFP8

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.610461Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db3b9bd9-9be9-461c-8789-c16c952a9579 · outbound

This paper cites Pretraining.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Pretraining

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.614400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3636cfac-6dc4-4c69-8671-613198abb1dc · outbound

This paper cites SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.618005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d9e3e1fb-59bf-4c8b-a7aa-d605dfa6987d · outbound

This paper cites an unresolved cited work.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Unresolved cited work

Reference 31

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.500001Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 2e73f742-8acc-4034-aea7-93e1458efc6e · outbound

This paper cites Up or Down? Adaptive Rounding for Post-Training Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Up or Down? Adaptive Rounding for Post-Training Quantization

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.626399Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e2d3b31-60ab-4525-ba3a-e70eaa4e5e4d · outbound

This paper cites MLoRQ: Bridging Low-Rank and Quantization for Transformer Compression.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization MLoRQ: Bridging Low-Rank and Quantization for Transformer Compression

Reference 33

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:26:52.425831Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation b0169f28-116a-4918-bb90-a3924ce3dbd9 · outbound

This paper cites SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization SLiM: One-shot Quantization and Sparsity with Low-rank Approximation for LLM Weight Compression

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.634894Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4013b1a7-1956-40f5-abfc-d00e97b20717 · outbound

This paper cites NestQuant: Nested Lattice Quantization for Matrix Products and LLMs.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization NestQuant: Nested Lattice Quantization for Matrix Products and LLMs

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.638644Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ade6ce60-90a3-4f87-939f-0291b703176d · outbound

This paper cites GPTAQ: Efficient Finetuning-Free Quantization for Asymmetric Calibration.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization GPTAQ: Efficient Finetuning-Free Quantization for Asymmetric Calibration

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.642528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26bc2b3a-4cd1-406e-b065-8706d7b8fb36 · outbound

This paper cites Rethinking Residual Errors in Compensation-based LLM Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Rethinking Residual Errors in Compensation-based LLM Quantization

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.646615Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d4e0277-9f39-4269-bd06-bd8485746398 · outbound

This paper cites WaterSIC: Information-Theoretically (Near) Optimal Linear Layer Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization WaterSIC: Information-Theoretically (Near) Optimal Linear Layer Quantization

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.650581Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b6534d7-e62d-4c74-bf4e-84377acf9c71 · outbound

This paper cites GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization GQA: Training Generalized Multi-Query Transformer Models from Multi-Head Checkpoints

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.654544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1be444a1-20c3-480d-afd0-44bccfaf8617 · outbound

This paper cites LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization LoftQ: LoRA-Fine-Tuning-Aware Quantization for Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.658533Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d9b3d8e-5cc4-473a-a2e8-45b1615d9559 · outbound

This paper cites and Bich, Philippe and Zhuang, Jiawei and Çelik, Ahmet and Benfenati, Luca and Cavigelli, Lukas , month = jan, year =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization and Bich, Philippe and Zhuang, Jiawei and Çelik, Ahmet and Benfenati, Luca and Cavigelli, Lukas , month = jan, year =

Reference 41

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.344767Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 993250b8-cdda-4420-a0bc-670ead4e7926 · outbound

This paper cites The Super Weight in Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization The Super Weight in Large Language Models

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.667494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3756099b-bceb-44ae-b4ba-7ae27cd418c1 · outbound

This paper cites Massive Activations in Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Massive Activations in Large Language Models

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.671329Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1585feb-4a47-4952-98c2-ddb46aae4078 · outbound

This paper cites OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization OWQ: Outlier-Aware Weight Quantization for Efficient Fine-Tuning and Inference of Large Language Models

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.675323Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f9c5dd66-575a-4b60-b814-0b88228afa18 · outbound

This paper cites Efficient Streaming Language Models with Attention Sinks.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Efficient Streaming Language Models with Attention Sinks

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.679402Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa933d45-7c55-40f8-acb6-a0d17c2b0c51 · outbound

This paper cites Prefixing Attention Sinks can Mitigate Activation Outliers for Large Language Model Quantization.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Prefixing Attention Sinks can Mitigate Activation Outliers for Large Language Model Quantization

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.684121Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f91ee2ba-c361-4795-b166-3c2d3b8d50a2 · outbound

This paper cites Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Massive Values in Self-Attention Modules are the Key to Contextual Knowledge Understanding

Reference 47

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.687990Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49f88765-0c58-4e08-906e-aae74434e448 · outbound

This paper cites Round and Round We Go! What makes Rotary Positional Encodings useful?.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Round and Round We Go! What makes Rotary Positional Encodings useful?

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.691945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e031988-e728-467b-afc3-bde3ec8892f7 · outbound

This paper cites Selective Rotary Position Embedding.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Selective Rotary Position Embedding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.696105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ca675b6-9056-4e84-b843-023de9cb0037 · outbound

This paper cites Base of RoPE Bounds Context Length.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Base of RoPE Bounds Context Length

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.699966Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 507c1f6e-ec95-4dfa-b3dd-21e28d38e172 · outbound

This paper cites LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization LFQ: Logit-aware Final-block Quantization for Boosting the Generation Quality of Low-Bit Quantized LLMs

Reference 51

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:26:52.179385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 985d0610-4d2d-4a68-92e6-acb10f7dc5cf · outbound

This paper cites VQ-Logits: Compressing the Output Bottleneck of Large Language Models via Vector Quantized Logits.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization VQ-Logits: Compressing the Output Bottleneck of Large Language Models via Vector Quantized Logits

Reference 52

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:26:52.160396Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 49d27bf2-290a-4511-8082-8ad6c7caf822 · outbound

This paper cites doi:10.48550/arXiv.2603.14591 , abstract =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization doi:10.48550/arXiv.2603.14591 , abstract =

Reference 53

Resolution: verified exact; doi, observed 2026-08-16T00:26:52.145900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ca14a1bc-e680-4ae9-bc85-9b6c6aff31e2 · outbound

This paper cites OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization OmniQuant: Omnidirectionally Calibrated Quantization for Large Language Models

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.715866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a5b88ee-d84b-44d9-8265-e6561511cb08 · outbound

This paper cites Efficient softmax approximation for GPUs.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Efficient softmax approximation for GPUs

Reference 55

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.719917Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 254ee6af-47ac-4045-91d5-99b157a0eb0d · outbound

This paper cites The Curious Case of Neural Text Degeneration.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization The Curious Case of Neural Text Degeneration

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.723834Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ea009249-871f-4384-805e-5d62b270eeba · outbound

This paper cites CSV-Decode: Certifiable Sub-Vocabulary Decoding for Efficient Large Language Model Inference.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization CSV-Decode: Certifiable Sub-Vocabulary Decoding for Efficient Large Language Model Inference

Reference 57

Resolution: metadata mismatch; local_arxiv, observed 2026-08-16T00:26:52.046228Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation ffb199e8-2cbe-4df4-ab01-62132dd81eca · outbound

This paper cites an unresolved cited work.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Unresolved cited work

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.732590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80c75c3f-d275-4cc9-955d-c78ea2415877 · outbound

This paper cites High-Rate Quantized Matrix Multiplication I.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization High-Rate Quantized Matrix Multiplication I

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.736302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f53b61fb-25a5-4b64-8e05-b2918e630807 · outbound

This paper cites Model-Preserving Adaptive Rounding.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Model-Preserving Adaptive Rounding

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.740209Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da77bd52-72ff-49b5-8878-2eebeaa89c42 · outbound

This paper cites and Song, Hyun Oh , month = sep, year =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization and Song, Hyun Oh , month = sep, year =

Reference 61

Resolution: verified exact; doi, observed 2026-08-16T00:26:51.994116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation d4ce992d-b695-48fe-88a0-391f7cc1ca3a · outbound

This paper cites Human behavior and the principle of least effort.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Human behavior and the principle of least effort

Reference 62

Resolution: verified fuzzy; raw_fallback, observed 2026-08-16T00:26:53.251815Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation 6ad7c461-1b02-43b8-9624-efe60819ca52 · outbound

This paper cites Psychonomic Bulletin & Review , author =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Psychonomic Bulletin & Review , author =

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.751706Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b240474b-dd8a-4af9-b7eb-a28a2a3334d2 · outbound

This paper cites Optimizing Neural Networks with Kronecker-factored Approximate Curvature.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Optimizing Neural Networks with Kronecker-factored Approximate Curvature

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.755983Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ed13b82-8516-466a-a84b-f993095d7624 · outbound

This paper cites PIQA: Reasoning about Physical Commonsense in Natural Language.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization PIQA: Reasoning about Physical Commonsense in Natural Language

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.759776Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation adbdb7b3-ce6f-4f39-880d-f56aaf6f7f9b · outbound

This paper cites WinoGrande: An Adversarial Winograd Schema Challenge at Scale.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization WinoGrande: An Adversarial Winograd Schema Challenge at Scale

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.764631Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50cc1f59-62da-453f-82f3-8a06c8113563 · outbound

This paper cites The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization The Geometry of LLM Quantization: GPTQ as Babai's Nearest Plane Algorithm

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.769211Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8b5471b6-96d2-4dea-8d8d-f04fa5c628a1 · outbound

This paper cites an unresolved cited work.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Unresolved cited work

Reference 68

Resolution: verified exact; doi, observed 2026-08-16T00:26:51.872148Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-19T06:32:44.657259+00:00.

Observation f3fde395-b9e3-4a47-9e28-ab6125f5474c · outbound

This paper cites Journal of Computational and Applied Mathematics , author =.

SoftWater: Class-Aware Rate Allocation for Softmax Quantization Journal of Computational and Applied Mathematics , author =

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-16T00:26:51.778411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers